Load packages:

library(tidyverse)
library(readr)
library(baseballr)
library(plotly)
library(CalledStrike)
library(knitr)
library(kableExtra)
library(rpart)

Load data:

# filter out columns with majority NAs, or variables not needed for this analysis
clean <- OAK_TOR %>% 
  dplyr::select(pitch_type:pitcher...8, description, zone:type, balls:plate_z, outs_when_up:inning_topbot, sz_top, sz_bot, effective_speed, release_spin_rate, 
                game_pk, release_pos_y, at_bat_number:post_bat_score, spin_axis:delta_run_exp)

# add an id for each observation
clean <- clean %>% 
  mutate(id = 1:277)

# filter to pitches of interest and add in sz_l and sz_r
OAK_TOR_filtered <- clean %>% 
  filter(description %in% c("ball", "blocked_ball", "called_strike")) %>% 
  mutate(sz_l = -8.5/12, sz_r = 8.5/12)

Finding the incorrect calls:

long <- OAK_TOR_filtered %>% 
  mutate(new_sz_top = sz_top + b_rad,
         new_sz_bot = sz_bot - b_rad,
         new_sz_l = sz_l - b_rad,
         new_sz_r = sz_r + b_rad)
long <- long %>% 
  dplyr::select(-c(game_year:pfx_z))

calc_long <- long %>% 
  mutate(true = case_when(plate_z > new_sz_top | plate_z < new_sz_bot ~ "ball",
                          plate_x > new_sz_r | plate_x < new_sz_l ~ "ball",
                          TRUE ~ "strike"))
table(calc_long$true)
## 
##   ball strike 
##    115     45
graph <- calc_long %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = true)) +
  geom_point() +
  labs(title = "Call result from the code") +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1)
graph

#ggplotly(graph)

calc_long %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = type)) +
  geom_point() +
  labs(title = "Umpire's call") +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1)

identify <- calc_long %>% 
  mutate(call = case_when((type == "B" & true == "ball") ~ "pass",
                          (type == "S" & true == "strike") ~ "pass",
                          TRUE ~ "fail"))
table(identify$call)
## 
## fail pass 
##   29  131

All pitches that were called_strike, ball, and blocked_ball

fill <- which(identify$call == "fail")

identify %>% 
  dplyr::select(-des) %>% # took out this variable cause it was long
  kable() %>% 
  kable_styling("striped") %>% 
  row_spec(fill, background = "skyblue") %>% 
  scroll_box(height = "500px", width = "100%")
pitch_type game_date release_speed release_pos_x release_pos_z player_name batter pitcher…8 description zone game_type stand p_throws home_team away_team type balls strikes plate_x plate_z outs_when_up inning inning_topbot sz_top sz_bot effective_speed release_spin_rate game_pk release_pos_y at_bat_number pitch_number pitch_name home_score away_score bat_score fld_score post_away_score post_home_score post_bat_score spin_axis delta_home_win_exp delta_run_exp id sz_l sz_r new_sz_top new_sz_bot new_sz_l new_sz_r true call
FF 4/16/2022 88.5 2.23 6.02 Ryu, Hyun Jin 640461 547943 ball 14 R R L TOR OAK B 0 0 0.29 1.45 0 1 Top 3.37 1.57 88.2 2006 661759 53.99 1 1 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 0.033 1 -0.7083333 0.7083333 3.490833 1.449167 -0.8291667 0.8291667 strike fail
FF 4/16/2022 89.5 2.25 6.04 Ryu, Hyun Jin 640461 547943 ball 14 R R L TOR OAK B 1 0 1.30 2.14 0 1 Top 3.40 1.57 89.1 2104 661759 54.03 1 2 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 0.063 2 -0.7083333 0.7083333 3.520833 1.449167 -0.8291667 0.8291667 ball pass
CU 4/16/2022 69.4 2.17 6.32 Ryu, Hyun Jin 640461 547943 ball 6 R R L TOR OAK B 2 0 0.70 2.26 0 1 Top 3.32 1.46 68.6 2533 661759 54.19 1 3 Curveball 0 0 0 0 0 0 0 323 0.000 0.134 3 -0.7083333 0.7083333 3.440833 1.339167 -0.8291667 0.8291667 strike fail
FF 4/16/2022 89.5 2.19 6.08 Ryu, Hyun Jin 640461 547943 called_strike 5 R R L TOR OAK S 3 0 -0.21 2.27 0 1 Top 3.47 1.52 89.0 2061 661759 54.10 1 4 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 -0.076 4 -0.7083333 0.7083333 3.590833 1.399167 -0.8291667 0.8291667 strike pass
FC 4/16/2022 86.1 2.11 6.11 Ryu, Hyun Jin 462101 547943 called_strike 1 R R L TOR OAK S 0 1 -0.52 3.24 1 1 Top 3.29 1.38 86.1 2007 661759 54.13 2 2 Cutter 0 0 0 0 0 0 0 156 0.000 -0.031 7 -0.7083333 0.7083333 3.410833 1.259167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 90.2 2.14 6.02 Ryu, Hyun Jin 476704 547943 called_strike 3 R R L TOR OAK S 0 0 0.66 2.99 2 1 Top 3.51 1.60 90.2 1993 661759 54.03 3 1 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 -0.017 9 -0.7083333 0.7083333 3.630833 1.479167 -0.8291667 0.8291667 strike pass
CH 4/16/2022 78.7 2.40 5.86 Ryu, Hyun Jin 476704 547943 ball 12 R R L TOR OAK B 0 1 2.14 2.89 2 1 Top 3.45 1.46 78.6 1488 661759 54.13 3 2 Changeup 0 0 0 0 0 0 0 117 0.000 0.011 10 -0.7083333 0.7083333 3.570833 1.339167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 86.4 2.00 6.15 Ryu, Hyun Jin 476704 547943 called_strike 13 R R L TOR OAK S 1 2 -0.98 2.18 2 1 Top 3.43 1.57 86.6 2038 661759 54.03 3 4 Cutter 0 0 0 0 0 0 0 156 0.010 -0.070 12 -0.7083333 0.7083333 3.550833 1.449167 -0.8291667 0.8291667 ball fail
SI 4/16/2022 91.8 -1.88 6.13 Blackburn, Paul 606132 621112 called_strike 7 R L R TOR OAK S 0 0 -0.53 1.71 0 1 Bot 3.49 1.63 91.5 1995 661759 54.34 4 1 Sinker 0 0 0 0 0 0 0 211 0.000 -0.034 13 -0.7083333 0.7083333 3.610833 1.509167 -0.8291667 0.8291667 strike pass
SI 4/16/2022 92.8 -1.77 5.99 Blackburn, Paul 665489 621112 ball 13 R R R TOR OAK B 0 0 -0.89 1.36 1 1 Bot 3.75 1.63 92.6 1949 661759 54.28 6 1 Sinker 0 0 0 0 0 0 0 208 0.000 0.007 18 -0.7083333 0.7083333 3.870833 1.509167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 92.5 -1.61 6.08 Blackburn, Paul 666971 621112 ball 1 R R R TOR OAK B 0 0 -0.79 3.56 1 1 Bot 3.48 1.65 92.5 1958 661759 54.30 7 1 Sinker 1 0 1 0 0 1 1 213 0.000 0.042 20 -0.7083333 0.7083333 3.600833 1.529167 -0.8291667 0.8291667 strike fail
SI 4/16/2022 92.9 -1.72 6.01 Blackburn, Paul 666971 621112 called_strike 4 R R R TOR OAK S 1 0 -0.34 2.61 1 1 Bot 3.37 1.60 92.8 1971 661759 54.29 7 2 Sinker 1 0 1 0 0 1 1 211 -0.034 -0.058 21 -0.7083333 0.7083333 3.490833 1.479167 -0.8291667 0.8291667 strike pass
CU 4/16/2022 68.5 2.00 6.36 Ryu, Hyun Jin 669221 547943 ball 12 R R L TOR OAK B 0 0 0.20 3.67 0 2 Top 3.40 1.54 67.7 2379 661759 54.34 8 1 Curveball 1 0 0 1 0 1 0 321 0.000 0.033 23 -0.7083333 0.7083333 3.520833 1.419167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 79.6 2.35 5.95 Ryu, Hyun Jin 675656 547943 blocked_ball 14 R R L TOR OAK B 0 1 0.09 0.48 0 2 Top 3.43 1.57 79.9 1404 661759 53.81 10 2 Changeup 1 1 1 1 1 1 1 124 0.000 0.047 27 -0.7083333 0.7083333 3.550833 1.449167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 88.0 2.13 6.07 Ryu, Hyun Jin 542194 547943 ball 12 R R L TOR OAK B 0 0 0.97 2.83 0 2 Top 3.70 1.79 88.3 2015 661759 53.94 11 1 4-Seam Fastball 1 2 2 1 2 1 2 135 0.000 0.055 30 -0.7083333 0.7083333 3.820833 1.669167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 87.5 2.04 5.99 Ryu, Hyun Jin 665506 547943 ball 14 R R L TOR OAK B 0 1 1.16 1.97 0 2 Top 3.47 1.49 87.9 1932 661759 53.90 12 2 4-Seam Fastball 1 3 3 1 3 1 3 137 0.000 0.047 34 -0.7083333 0.7083333 3.590833 1.369167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 87.9 1.95 6.07 Ryu, Hyun Jin 623515 547943 called_strike 2 R R L TOR OAK S 0 0 -0.12 3.33 1 2 Top 3.51 1.57 87.9 1963 661759 54.04 13 1 4-Seam Fastball 1 3 3 1 3 1 3 136 0.000 -0.043 36 -0.7083333 0.7083333 3.630833 1.449167 -0.8291667 0.8291667 strike pass
CU 4/16/2022 71.9 1.89 6.18 Ryu, Hyun Jin 623515 547943 blocked_ball 13 R R L TOR OAK B 0 1 -1.67 0.31 1 2 Top 3.47 1.60 71.5 2613 661759 54.00 13 2 Curveball 1 3 3 1 3 1 3 328 0.000 0.029 37 -0.7083333 0.7083333 3.590833 1.479167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 85.3 2.02 6.03 Ryu, Hyun Jin 640461 547943 ball 13 R R L TOR OAK B 0 0 -1.18 2.05 2 2 Top 3.47 1.60 85.9 2004 661759 53.86 14 1 Cutter 1 3 3 1 3 1 3 155 0.000 0.037 39 -0.7083333 0.7083333 3.590833 1.479167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 92.0 -1.70 6.06 Blackburn, Paul 656305 621112 called_strike 13 R R R TOR OAK S 0 0 -1.03 1.85 0 2 Bot 3.45 1.63 91.8 1979 661759 54.31 15 1 Sinker 1 3 1 3 3 1 1 215 0.000 -0.034 42 -0.7083333 0.7083333 3.570833 1.509167 -0.8291667 0.8291667 ball fail
SL 4/16/2022 80.8 -1.71 6.12 Blackburn, Paul 656305 621112 ball 14 R R R TOR OAK B 0 1 1.39 1.06 0 2 Bot 3.37 1.57 80.3 2550 661759 54.35 15 2 Slider 1 3 1 3 3 1 1 26 0.000 0.025 43 -0.7083333 0.7083333 3.490833 1.449167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 92.7 -1.63 5.97 Blackburn, Paul 656305 621112 ball 13 R R R TOR OAK B 1 1 -0.50 1.35 0 2 Bot 3.48 1.54 92.9 1851 661759 54.16 15 3 Sinker 1 3 1 3 3 1 1 208 0.000 0.049 44 -0.7083333 0.7083333 3.600833 1.419167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 87.7 -1.65 6.19 Blackburn, Paul 656305 621112 ball 14 R R R TOR OAK B 2 1 0.00 0.72 0 2 Bot 3.45 1.63 87.8 1909 661759 54.06 15 4 Changeup 1 3 1 3 3 1 1 220 0.000 0.114 45 -0.7083333 0.7083333 3.570833 1.509167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 93.3 -1.56 6.01 Blackburn, Paul 656305 621112 called_strike 9 R R R TOR OAK S 3 1 0.78 1.60 0 2 Bot 3.53 1.68 93.5 1963 661759 54.17 15 5 Sinker 1 3 1 3 3 1 1 205 0.000 -0.076 46 -0.7083333 0.7083333 3.650833 1.559167 -0.8291667 0.8291667 strike pass
SI 4/16/2022 93.3 -1.70 5.93 Blackburn, Paul 641470 621112 ball 13 R L R TOR OAK B 0 0 -1.36 1.60 1 2 Bot 3.67 1.65 93.3 1950 661759 54.17 16 1 Sinker 1 3 1 3 3 1 1 212 0.000 0.023 49 -0.7083333 0.7083333 3.790833 1.529167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 88.5 -1.73 6.05 Blackburn, Paul 641470 621112 ball 14 R L R TOR OAK B 1 0 0.59 0.43 1 2 Bot 3.70 1.63 88.7 2030 661759 54.04 16 2 Changeup 1 3 1 3 3 1 1 224 0.000 0.044 50 -0.7083333 0.7083333 3.820833 1.509167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 87.1 -1.68 6.19 Blackburn, Paul 641470 621112 called_strike 11 R L R TOR OAK S 2 0 -0.83 3.32 1 2 Bot 3.62 1.54 87.3 1824 661759 54.24 16 3 Changeup 1 3 1 3 3 1 1 218 0.000 -0.042 51 -0.7083333 0.7083333 3.740833 1.419167 -0.8291667 0.8291667 ball fail
SI 4/16/2022 92.9 -1.46 5.96 Blackburn, Paul 672386 621112 called_strike 14 R R R TOR OAK S 0 0 0.89 2.34 1 2 Bot 3.18 1.52 93.0 2026 661759 54.12 17 1 Sinker 1 3 1 3 3 1 1 221 0.000 -0.048 54 -0.7083333 0.7083333 3.300833 1.399167 -0.8291667 0.8291667 ball fail
FC 4/16/2022 87.7 -1.52 6.09 Blackburn, Paul 672386 621112 ball 12 R R R TOR OAK B 0 1 0.37 3.76 1 2 Bot 3.26 1.49 87.4 2562 661759 54.42 17 2 Cutter 1 3 1 3 3 1 1 159 0.000 0.031 55 -0.7083333 0.7083333 3.380833 1.369167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 87.3 -1.65 6.07 Blackburn, Paul 672386 621112 ball 14 R R R TOR OAK B 1 1 0.92 0.84 1 2 Bot 3.26 1.46 87.3 1948 661759 54.12 17 3 Changeup 1 3 1 3 3 1 1 218 0.000 0.073 56 -0.7083333 0.7083333 3.380833 1.339167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 86.1 -1.45 6.11 Blackburn, Paul 669289 621112 called_strike 12 R R R TOR OAK S 0 0 1.23 2.57 2 2 Bot 3.49 1.61 86.1 2638 661759 54.24 18 1 Cutter 1 3 1 3 3 1 1 124 0.000 -0.035 58 -0.7083333 0.7083333 3.610833 1.489167 -0.8291667 0.8291667 ball fail
SI 4/16/2022 92.3 -1.55 6.09 Blackburn, Paul 669289 621112 ball 11 R R R TOR OAK B 0 1 -1.09 2.81 2 2 Bot 3.59 1.60 92.5 2002 661759 54.18 18 2 Sinker 1 3 1 3 3 1 1 206 0.000 0.026 59 -0.7083333 0.7083333 3.710833 1.479167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 92.7 -1.44 6.00 Blackburn, Paul 669289 621112 called_strike 3 R R R TOR OAK S 1 1 0.68 3.06 2 2 Bot 3.48 1.57 92.5 2157 661759 54.14 18 3 4-Seam Fastball 1 3 1 3 3 1 1 211 0.000 -0.051 60 -0.7083333 0.7083333 3.600833 1.449167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 87.6 2.25 6.02 Ryu, Hyun Jin 462101 547943 ball 12 R R L TOR OAK B 0 0 1.34 2.39 0 3 Top 3.32 1.41 87.7 1903 661759 53.99 19 1 4-Seam Fastball 1 3 3 1 3 1 3 134 0.000 0.033 62 -0.7083333 0.7083333 3.440833 1.289167 -0.8291667 0.8291667 ball pass
CU 4/16/2022 70.2 1.97 6.26 Ryu, Hyun Jin 462101 547943 ball 12 R R L TOR OAK B 1 0 0.71 3.66 0 3 Top 3.10 1.35 69.7 2489 661759 54.16 19 2 Curveball 1 3 3 1 3 1 3 319 0.000 0.063 63 -0.7083333 0.7083333 3.220833 1.229167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 86.0 2.08 6.06 Ryu, Hyun Jin 462101 547943 ball 11 R R L TOR OAK B 2 1 -1.42 2.85 0 3 Top 3.29 1.41 86.4 1973 661759 53.95 19 4 Cutter 1 3 3 1 3 1 3 150 0.000 0.114 65 -0.7083333 0.7083333 3.410833 1.289167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 89.1 2.04 5.92 Ryu, Hyun Jin 476704 547943 ball 12 R R L TOR OAK B 0 1 1.39 2.54 1 3 Top 3.45 1.54 89.8 1926 661759 53.92 20 2 4-Seam Fastball 1 3 3 1 3 1 3 137 0.000 0.016 68 -0.7083333 0.7083333 3.570833 1.419167 -0.8291667 0.8291667 ball pass
CU 4/16/2022 71.8 1.86 6.18 Ryu, Hyun Jin 669221 547943 ball 13 R R L TOR OAK B 0 0 -0.77 1.37 1 3 Top 3.45 1.60 71.3 2538 661759 54.10 21 1 Curveball 1 3 3 1 3 1 3 324 0.000 0.042 70 -0.7083333 0.7083333 3.570833 1.479167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 84.8 1.97 6.14 Ryu, Hyun Jin 669221 547943 ball 13 R R L TOR OAK B 1 0 -1.32 2.01 1 3 Top 3.49 1.60 85.3 1963 661759 53.87 21 2 Cutter 1 3 3 1 3 1 3 157 0.000 0.080 71 -0.7083333 0.7083333 3.610833 1.479167 -0.8291667 0.8291667 ball pass
CU 4/16/2022 78.3 -1.81 6.17 Blackburn, Paul 605548 621112 called_strike 11 R L R TOR OAK S 0 0 -0.59 3.58 0 3 Bot 3.45 1.71 77.2 2661 661759 54.55 24 1 Curveball 1 5 1 5 5 1 1 26 0.000 -0.034 75 -0.7083333 0.7083333 3.570833 1.589167 -0.8291667 0.8291667 ball fail
FC 4/16/2022 87.2 -1.64 6.09 Blackburn, Paul 605548 621112 ball 12 R L R TOR OAK B 0 1 1.03 3.87 0 3 Bot 3.67 1.74 87.5 2543 661759 54.37 24 2 Cutter 1 5 1 5 5 1 1 153 0.000 0.025 76 -0.7083333 0.7083333 3.790833 1.619167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 88.0 -1.60 6.05 Blackburn, Paul 605548 621112 ball 14 R L R TOR OAK B 1 1 0.26 1.19 0 3 Bot 3.70 1.79 88.1 1962 661759 54.19 24 3 Changeup 1 5 1 5 5 1 1 219 0.000 0.049 77 -0.7083333 0.7083333 3.820833 1.669167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 91.5 -1.73 5.93 Blackburn, Paul 606132 621112 ball 13 R L R TOR OAK B 0 0 -1.06 2.53 1 3 Bot 3.53 1.63 91.6 2026 661759 54.20 25 1 Sinker 1 5 1 5 5 1 1 215 0.000 0.023 80 -0.7083333 0.7083333 3.650833 1.509167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 80.6 -1.72 5.88 Blackburn, Paul 666182 621112 ball 14 R R R TOR OAK B 0 1 1.34 1.78 2 3 Bot 3.73 1.71 80.1 2702 661759 54.24 26 2 Slider 1 5 1 5 5 1 1 40 0.000 0.011 83 -0.7083333 0.7083333 3.850833 1.589167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 92.7 -1.42 5.93 Blackburn, Paul 666182 621112 called_strike 12 R R R TOR OAK S 1 1 1.04 2.87 2 3 Bot 3.66 1.72 93.0 2064 661759 54.12 26 3 Sinker 1 5 1 5 5 1 1 203 0.000 -0.023 84 -0.7083333 0.7083333 3.780833 1.599167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 88.1 2.01 5.92 Ryu, Hyun Jin 542194 547943 called_strike 8 R R L TOR OAK S 0 0 -0.08 1.71 0 4 Top 3.62 1.71 88.4 1913 661759 53.83 27 1 4-Seam Fastball 1 5 5 1 5 1 5 135 0.000 -0.034 86 -0.7083333 0.7083333 3.740833 1.589167 -0.8291667 0.8291667 strike pass
FC 4/16/2022 84.1 2.10 6.01 Ryu, Hyun Jin 542194 547943 ball 14 R R L TOR OAK B 0 1 1.52 2.71 0 4 Top 3.73 1.74 84.8 1917 661759 53.97 27 2 Cutter 1 5 5 1 5 1 5 156 0.000 0.025 87 -0.7083333 0.7083333 3.850833 1.619167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 86.6 2.06 6.05 Ryu, Hyun Jin 542194 547943 ball 12 R R L TOR OAK B 1 1 0.19 4.65 0 4 Top 3.78 1.79 87.1 1984 661759 53.96 27 3 Cutter 1 5 5 1 5 1 5 149 0.000 0.049 88 -0.7083333 0.7083333 3.900833 1.669167 -0.8291667 0.8291667 ball pass
CU 4/16/2022 71.6 1.91 6.13 Ryu, Hyun Jin 665506 547943 ball 13 R R L TOR OAK B 0 0 -0.60 0.49 1 4 Top 3.47 1.63 71.3 2647 661759 54.08 28 1 Curveball 1 5 5 1 5 1 5 326 0.000 0.023 90 -0.7083333 0.7083333 3.590833 1.509167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 90.0 2.09 5.83 Ryu, Hyun Jin 623515 547943 ball 14 R R L TOR OAK B 0 0 0.00 0.92 2 4 Top 3.47 1.57 90.1 2030 661759 53.85 29 1 4-Seam Fastball 1 5 5 1 5 1 5 133 0.000 0.015 93 -0.7083333 0.7083333 3.590833 1.449167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 91.7 -1.50 6.03 Blackburn, Paul 665489 621112 called_strike 13 R R R TOR OAK S 0 0 -1.13 2.03 0 4 Bot 3.62 1.65 91.8 2025 661759 54.23 30 1 Sinker 1 5 1 5 5 1 1 209 0.000 -0.034 95 -0.7083333 0.7083333 3.740833 1.529167 -0.8291667 0.8291667 ball fail
SL 4/16/2022 80.1 -1.76 5.98 Blackburn, Paul 666971 621112 called_strike 6 R R R TOR OAK S 0 0 0.32 2.64 1 4 Bot 3.59 1.71 79.5 2602 661759 54.40 31 1 Slider 1 5 1 5 5 1 1 41 0.000 -0.024 97 -0.7083333 0.7083333 3.710833 1.589167 -0.8291667 0.8291667 strike pass
SI 4/16/2022 91.6 -1.55 5.99 Blackburn, Paul 666971 621112 ball 13 R R R TOR OAK B 0 1 -1.39 0.63 1 4 Bot 3.55 1.65 91.3 2066 661759 54.18 31 2 Sinker 1 5 1 5 5 1 1 208 0.000 0.016 98 -0.7083333 0.7083333 3.670833 1.529167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 92.8 -1.55 5.96 Blackburn, Paul 666971 621112 ball 14 R R R TOR OAK B 1 1 0.01 0.42 1 4 Bot 3.48 1.68 92.9 2066 661759 54.16 31 3 Sinker 1 5 1 5 5 1 1 221 0.000 0.033 99 -0.7083333 0.7083333 3.600833 1.559167 -0.8291667 0.8291667 ball pass
CU 4/16/2022 80.3 -1.46 6.08 Blackburn, Paul 656305 621112 blocked_ball 14 R R R TOR OAK B 0 1 0.80 0.65 1 4 Bot 3.37 1.57 79.7 2821 661759 54.23 32 2 Curveball 1 5 1 5 5 1 1 25 0.000 0.031 102 -0.7083333 0.7083333 3.490833 1.449167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 87.3 -1.54 6.12 Blackburn, Paul 641470 621112 called_strike 5 R L R TOR OAK S 0 0 -0.07 3.00 1 4 Bot 3.64 1.68 87.1 1898 661759 54.25 33 1 Changeup 1 5 1 5 5 1 1 215 0.000 -0.081 104 -0.7083333 0.7083333 3.760833 1.559167 -0.8291667 0.8291667 strike pass
CH 4/16/2022 86.6 -1.67 6.06 Blackburn, Paul 641470 621112 ball 14 R L R TOR OAK B 0 1 0.38 1.02 1 4 Bot 3.67 1.60 86.7 1809 661759 54.06 33 2 Changeup 1 5 1 5 5 1 1 220 0.000 0.055 105 -0.7083333 0.7083333 3.790833 1.479167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 91.3 -1.50 6.13 Blackburn, Paul 641470 621112 ball 11 R L R TOR OAK B 1 1 -1.18 4.37 1 4 Bot 3.70 1.68 91.3 1976 661759 54.18 33 3 Sinker 1 5 1 5 5 1 1 211 0.000 0.072 106 -0.7083333 0.7083333 3.820833 1.559167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 79.6 -1.64 5.96 Blackburn, Paul 672386 621112 called_strike 3 R R R TOR OAK S 0 0 0.29 2.87 1 4 Bot 3.23 1.46 79.2 2639 661759 54.28 34 1 Slider 2 5 2 5 5 2 2 45 0.000 -0.081 110 -0.7083333 0.7083333 3.350833 1.339167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 91.1 -0.86 5.83 Thornton, Trent 640461 663423 called_strike 12 R R R TOR OAK S 0 0 0.13 3.52 0 5 Top 3.24 1.49 90.7 2262 661759 54.41 35 1 4-Seam Fastball 2 5 5 2 5 2 5 201 0.000 -0.034 112 -0.7083333 0.7083333 3.360833 1.369167 -0.8291667 0.8291667 ball fail
SI 4/16/2022 91.4 -0.80 5.87 Thornton, Trent 462101 663423 ball 11 R R R TOR OAK B 0 0 -1.58 3.71 0 5 Top 3.18 1.43 91.1 2142 661759 54.43 36 1 Sinker 2 5 5 2 5 2 5 199 0.000 0.059 114 -0.7083333 0.7083333 3.300833 1.309167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 93.5 -0.77 5.82 Thornton, Trent 462101 663423 called_strike 6 R R R TOR OAK S 1 0 0.65 2.52 0 5 Top 3.18 1.35 93.1 2305 661759 54.41 36 2 4-Seam Fastball 2 5 5 2 5 2 5 204 0.000 -0.074 115 -0.7083333 0.7083333 3.300833 1.229167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 93.4 -0.82 5.75 Thornton, Trent 476704 663423 ball 13 R L R TOR OAK B 0 0 -0.20 0.47 2 5 Top 3.53 1.65 92.8 2226 661759 54.31 37 1 4-Seam Fastball 2 5 5 2 5 2 5 202 0.000 0.015 117 -0.7083333 0.7083333 3.650833 1.529167 -0.8291667 0.8291667 ball pass
CU 4/16/2022 78.6 -0.76 5.96 Thornton, Trent 476704 663423 ball 14 R L R TOR OAK B 1 0 0.82 0.90 2 5 Top 3.45 1.57 77.8 3001 661759 54.62 37 2 Curveball 2 5 5 2 5 2 5 25 0.000 0.023 118 -0.7083333 0.7083333 3.570833 1.449167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 92.2 -0.61 5.77 Thornton, Trent 476704 663423 called_strike 4 R L R TOR OAK S 2 0 -0.40 2.30 2 5 Top 3.48 1.65 91.8 2416 661759 54.35 37 3 4-Seam Fastball 2 5 5 2 5 2 5 205 0.000 -0.023 119 -0.7083333 0.7083333 3.600833 1.529167 -0.8291667 0.8291667 strike pass
CH 4/16/2022 86.6 -1.65 6.08 Blackburn, Paul 669289 621112 ball 14 R R R TOR OAK B 0 0 0.08 0.92 0 5 Bot 3.51 1.54 86.9 1884 661759 54.12 38 1 Changeup 2 5 2 5 5 2 2 218 0.000 0.033 121 -0.7083333 0.7083333 3.630833 1.419167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 85.4 -1.52 6.09 Blackburn, Paul 669289 621112 called_strike 9 R R R TOR OAK S 1 0 0.73 1.78 0 5 Bot 3.53 1.60 85.7 2595 661759 54.24 38 2 Cutter 2 5 2 5 5 2 2 129 0.000 -0.043 122 -0.7083333 0.7083333 3.650833 1.479167 -0.8291667 0.8291667 strike pass
SI 4/16/2022 93.1 -1.43 5.94 Blackburn, Paul 669289 621112 ball 14 R R R TOR OAK B 1 2 2.30 2.24 0 5 Bot 3.48 1.54 93.2 2233 661759 54.13 38 4 Sinker 2 5 2 5 5 2 2 205 0.000 0.037 124 -0.7083333 0.7083333 3.600833 1.419167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 87.0 -1.63 6.07 Blackburn, Paul 605548 621112 ball 11 R L R TOR OAK B 0 0 -1.53 2.85 1 5 Bot 3.73 1.76 86.9 1920 661759 54.25 39 1 Changeup 2 5 2 5 5 2 2 212 0.000 0.023 126 -0.7083333 0.7083333 3.850833 1.639167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 92.0 -1.73 5.88 Blackburn, Paul 605548 621112 ball 12 R L R TOR OAK B 1 2 0.20 4.91 1 5 Bot 3.73 1.79 91.7 2268 661759 54.21 39 4 4-Seam Fastball 2 5 2 5 5 2 2 213 0.000 0.023 129 -0.7083333 0.7083333 3.850833 1.669167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 80.4 -1.71 5.84 Blackburn, Paul 605548 621112 called_strike 14 R L R TOR OAK S 2 2 0.61 1.67 1 5 Bot 3.75 1.79 79.7 2764 661759 54.23 39 5 Slider 2 5 2 5 5 2 2 38 -0.016 -0.134 130 -0.7083333 0.7083333 3.870833 1.669167 -0.8291667 0.8291667 strike pass
SL 4/16/2022 79.5 -1.92 5.93 Blackburn, Paul 606132 621112 called_strike 14 R L R TOR OAK S 0 0 0.97 1.70 2 5 Bot 3.49 1.76 78.6 2581 661759 54.31 40 1 Slider 2 5 2 5 5 2 2 37 0.000 -0.017 131 -0.7083333 0.7083333 3.610833 1.639167 -0.8291667 0.8291667 ball fail
SL 4/16/2022 77.9 -1.98 5.84 Blackburn, Paul 606132 621112 ball 13 R L R TOR OAK B 0 1 -1.60 1.98 2 5 Bot 3.53 1.63 77.0 2709 661759 54.43 40 2 Slider 2 5 2 5 5 2 2 42 0.000 0.011 132 -0.7083333 0.7083333 3.650833 1.509167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 85.8 -1.61 5.91 Blackburn, Paul 606132 621112 ball 12 R L R TOR OAK B 1 1 1.19 3.71 2 5 Bot 3.51 1.68 85.8 2602 661759 54.28 40 3 Cutter 2 5 2 5 5 2 2 126 0.000 0.021 133 -0.7083333 0.7083333 3.630833 1.559167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 87.0 -1.61 6.06 Blackburn, Paul 606132 621112 ball 14 R L R TOR OAK B 2 1 1.53 0.56 2 5 Bot 3.48 1.74 87.0 1914 661759 54.21 40 4 Changeup 2 5 2 5 5 2 2 219 0.000 0.039 134 -0.7083333 0.7083333 3.600833 1.619167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 79.0 -1.42 5.41 Thornton, Trent 669221 663423 called_strike 12 R R R TOR OAK S 0 0 1.23 3.03 0 6 Top 3.40 1.54 78.5 2839 661759 54.69 41 1 Slider 2 5 5 2 5 2 5 70 0.000 -0.034 136 -0.7083333 0.7083333 3.520833 1.419167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 93.2 -0.60 5.86 Thornton, Trent 641914 663423 called_strike 3 R R R TOR OAK S 0 0 0.33 3.20 1 6 Top 3.37 1.49 93.0 2357 661759 54.47 42 1 4-Seam Fastball 2 5 5 2 5 2 5 196 0.000 -0.024 138 -0.7083333 0.7083333 3.490833 1.369167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 92.9 -0.76 5.83 Thornton, Trent 641914 663423 ball 14 R R R TOR OAK B 0 2 0.94 2.03 1 6 Top 3.45 1.57 92.8 2463 661759 54.32 42 3 4-Seam Fastball 2 5 5 2 5 2 5 198 0.000 0.011 140 -0.7083333 0.7083333 3.570833 1.449167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 82.3 -1.47 5.31 Thornton, Trent 641914 663423 ball 14 R R R TOR OAK B 1 2 2.36 1.56 1 6 Top 3.48 1.57 81.6 2916 661759 54.51 42 4 Slider 2 5 5 2 5 2 5 71 0.000 0.023 141 -0.7083333 0.7083333 3.600833 1.449167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 82.5 -1.34 5.39 Thornton, Trent 675656 663423 called_strike 14 R R R TOR OAK S 0 0 1.13 1.98 2 6 Top 3.21 1.43 81.5 2814 661759 54.57 43 1 Slider 2 5 5 2 5 2 5 71 0.000 -0.017 144 -0.7083333 0.7083333 3.330833 1.309167 -0.8291667 0.8291667 ball fail
SL 4/16/2022 82.0 -1.27 5.38 Thornton, Trent 675656 663423 ball 14 R R R TOR OAK B 0 2 1.86 1.55 2 6 Top 3.37 1.54 81.6 3015 661759 54.41 43 3 Slider 2 5 5 2 5 2 5 60 0.000 0.011 146 -0.7083333 0.7083333 3.490833 1.419167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 94.3 -1.78 5.66 Acevedo, Domingo 666182 642758 ball 12 R R R TOR OAK B 0 0 1.21 2.68 0 6 Bot 3.73 1.63 92.5 2200 661759 55.01 44 1 4-Seam Fastball 2 5 2 5 5 2 2 229 0.000 0.033 148 -0.7083333 0.7083333 3.850833 1.509167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 93.3 -1.89 5.65 Acevedo, Domingo 666182 642758 called_strike 14 R R R TOR OAK S 1 0 1.02 2.62 0 6 Bot 3.66 1.69 91.6 2182 661759 54.99 44 2 4-Seam Fastball 2 5 2 5 5 2 2 231 0.000 -0.043 149 -0.7083333 0.7083333 3.780833 1.569167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 93.9 -1.74 5.64 Acevedo, Domingo 665489 642758 ball 12 R R R TOR OAK B 0 0 0.91 4.43 1 6 Bot 3.70 1.65 92.0 2195 661759 55.03 45 1 4-Seam Fastball 2 5 2 5 5 2 2 231 0.000 0.023 151 -0.7083333 0.7083333 3.820833 1.529167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 88.1 -2.14 5.69 Acevedo, Domingo 666971 642758 called_strike 8 R R R TOR OAK S 0 0 -0.19 1.99 2 6 Bot 3.55 1.63 86.5 2141 661759 55.27 46 1 Slider 2 5 2 5 5 2 2 247 0.000 -0.017 154 -0.7083333 0.7083333 3.670833 1.509167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 93.6 -1.86 5.59 Acevedo, Domingo 666971 642758 ball 13 R R R TOR OAK B 0 1 -1.29 2.51 2 6 Bot 3.55 1.68 92.1 2178 661759 54.94 46 2 4-Seam Fastball 2 5 2 5 5 2 2 235 0.000 0.011 155 -0.7083333 0.7083333 3.670833 1.559167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 93.3 -1.68 5.49 Acevedo, Domingo 666971 642758 ball 12 R R R TOR OAK B 1 1 1.57 3.12 2 6 Bot 3.51 1.63 91.0 2249 661759 55.33 46 3 4-Seam Fastball 2 5 2 5 5 2 2 233 0.000 0.021 156 -0.7083333 0.7083333 3.630833 1.509167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 93.2 -1.86 5.47 Acevedo, Domingo 666971 642758 ball 11 R R R TOR OAK B 2 1 -0.60 3.72 2 6 Bot 3.55 1.74 91.8 2126 661759 54.90 46 4 4-Seam Fastball 2 5 2 5 5 2 2 233 0.000 0.039 157 -0.7083333 0.7083333 3.670833 1.619167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 92.4 -1.62 5.51 Acevedo, Domingo 666971 642758 called_strike 6 R R R TOR OAK S 3 1 0.66 2.47 2 6 Bot 3.55 1.65 90.1 2212 661759 55.29 46 5 4-Seam Fastball 2 5 2 5 5 2 2 233 0.000 -0.036 158 -0.7083333 0.7083333 3.670833 1.529167 -0.8291667 0.8291667 strike pass
SL 4/16/2022 85.5 -2.09 5.91 Acevedo, Domingo 672386 642758 called_strike 5 R R R TOR OAK S 0 0 -0.24 2.54 2 6 Bot 3.26 1.49 83.9 2154 661759 55.18 49 1 Slider 5 5 5 5 5 5 5 242 0.000 -0.017 162 -0.7083333 0.7083333 3.380833 1.369167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 92.6 -1.84 5.69 Acevedo, Domingo 669289 642758 called_strike 5 R R R TOR OAK S 0 0 0.03 2.51 2 6 Bot 3.51 1.52 90.8 2147 661759 55.03 50 1 4-Seam Fastball 5 5 5 5 5 5 5 231 0.000 -0.035 164 -0.7083333 0.7083333 3.630833 1.399167 -0.8291667 0.8291667 strike pass
CH 4/16/2022 85.9 -1.82 5.95 Acevedo, Domingo 669289 642758 ball 14 R R R TOR OAK B 0 1 0.10 0.83 2 6 Bot 3.43 1.57 84.7 1955 661759 54.82 50 2 Changeup 5 5 5 5 5 5 5 247 0.000 0.026 165 -0.7083333 0.7083333 3.550833 1.449167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 86.9 -2.16 5.82 Acevedo, Domingo 669289 642758 ball 13 R R R TOR OAK B 1 1 -1.07 2.22 2 6 Bot 3.45 1.57 85.6 2049 661759 55.11 50 3 Slider 5 5 5 5 5 5 5 244 0.000 0.029 166 -0.7083333 0.7083333 3.570833 1.449167 -0.8291667 0.8291667 ball pass
CU 4/16/2022 82.5 -1.51 6.28 Grimm, Justin 605548 518748 ball 14 R L R TOR OAK B 0 1 1.72 2.39 2 6 Bot 3.67 1.68 83.0 2195 661759 53.60 51 2 Curveball 5 5 5 5 5 5 5 33 0.000 0.037 169 -0.7083333 0.7083333 3.790833 1.559167 -0.8291667 0.8291667 ball pass
KC 4/16/2022 79.6 -2.53 6.21 Phelps, David 542194 475479 called_strike 5 R R R TOR OAK S 0 0 0.14 2.90 0 7 Top 3.75 1.74 78.1 2505 661759 55.39 52 1 Knuckle Curve 5 5 5 5 5 5 5 42 0.000 -0.034 172 -0.7083333 0.7083333 3.870833 1.619167 -0.8291667 0.8291667 strike pass
KC 4/16/2022 78.2 -2.46 6.26 Phelps, David 542194 475479 ball 14 R R R TOR OAK B 0 2 0.50 0.44 0 7 Top 3.62 1.71 76.3 2554 661759 55.44 52 3 Knuckle Curve 5 5 5 5 5 5 5 30 0.000 0.017 174 -0.7083333 0.7083333 3.740833 1.589167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 89.4 -2.46 6.20 Phelps, David 542194 475479 ball 13 R R R TOR OAK B 1 2 -0.33 1.41 0 7 Top 3.48 1.65 88.1 2403 661759 55.31 52 4 Cutter 5 5 5 5 5 5 5 208 0.000 0.037 175 -0.7083333 0.7083333 3.600833 1.529167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 92.8 -2.25 6.18 Phelps, David 665506 475479 called_strike 12 R R R TOR OAK S 0 0 0.96 3.05 1 7 Top 3.45 1.63 91.0 2255 661759 55.19 53 1 4-Seam Fastball 5 5 5 5 5 5 5 216 0.000 -0.024 177 -0.7083333 0.7083333 3.570833 1.509167 -0.8291667 0.8291667 ball fail
SI 4/16/2022 93.6 -2.35 6.13 Phelps, David 665506 475479 called_strike 8 R R R TOR OAK S 0 1 -0.25 1.60 1 7 Top 3.47 1.57 91.9 2182 661759 55.12 53 2 Sinker 5 5 5 5 5 5 5 212 0.000 -0.031 178 -0.7083333 0.7083333 3.590833 1.449167 -0.8291667 0.8291667 strike pass
KC 4/16/2022 80.3 -2.46 6.17 Phelps, David 665506 475479 ball 14 R R R TOR OAK B 0 2 0.16 0.98 1 7 Top 3.47 1.57 78.8 2615 661759 55.41 53 5 Knuckle Curve 5 5 5 5 5 5 5 29 0.000 0.011 181 -0.7083333 0.7083333 3.590833 1.449167 -0.8291667 0.8291667 ball pass
KC 4/16/2022 81.3 -2.59 6.17 Phelps, David 664913 475479 ball 13 R L R TOR OAK B 0 0 -0.28 1.13 2 7 Top 3.56 1.65 79.6 2605 661759 55.39 54 1 Knuckle Curve 5 5 5 5 5 5 5 35 0.000 0.015 183 -0.7083333 0.7083333 3.680833 1.529167 -0.8291667 0.8291667 ball pass
KC 4/16/2022 80.1 -2.67 6.24 Phelps, David 664913 475479 ball 11 R L R TOR OAK B 1 0 -0.91 3.67 2 7 Top 3.51 1.60 78.4 2581 661759 55.48 54 2 Knuckle Curve 5 5 5 5 5 5 5 39 0.000 0.023 184 -0.7083333 0.7083333 3.630833 1.479167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 89.1 -2.58 6.14 Phelps, David 664913 475479 ball 13 R L R TOR OAK B 2 0 -0.10 1.09 2 7 Top 3.64 1.60 87.6 2426 661759 55.32 54 3 Cutter 5 5 5 5 5 5 5 194 0.000 0.042 185 -0.7083333 0.7083333 3.760833 1.479167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 92.2 -1.76 6.27 Grimm, Justin 606132 518748 called_strike 1 R L R TOR OAK S 0 0 -0.51 3.20 0 7 Bot 3.49 1.71 92.5 2176 661759 53.74 55 1 4-Seam Fastball 5 5 5 5 5 5 5 210 0.000 -0.034 188 -0.7083333 0.7083333 3.610833 1.589167 -0.8291667 0.8291667 strike pass
CU 4/16/2022 83.9 -1.96 6.06 Grimm, Justin 606132 518748 ball 14 R L R TOR OAK B 0 2 2.50 0.51 0 7 Bot 3.49 1.60 83.9 2506 661759 53.71 55 3 Curveball 5 5 5 5 5 5 5 37 0.000 0.017 190 -0.7083333 0.7083333 3.610833 1.479167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 93.4 -1.47 6.26 Grimm, Justin 665489 518748 called_strike 12 R R R TOR OAK S 0 0 1.04 2.88 2 7 Bot 3.70 1.71 94.2 2227 661759 53.67 57 1 4-Seam Fastball 5 5 5 5 5 5 5 204 0.000 -0.017 193 -0.7083333 0.7083333 3.820833 1.589167 -0.8291667 0.8291667 ball fail
CU 4/16/2022 83.6 -1.86 6.12 Grimm, Justin 665489 518748 ball 14 R R R TOR OAK B 0 1 1.47 0.75 2 7 Bot 3.59 1.60 83.5 2464 661759 53.78 57 2 Curveball 5 5 5 5 5 5 5 40 0.000 0.011 194 -0.7083333 0.7083333 3.710833 1.479167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 94.2 -2.79 5.04 Garcia, Yimi 640461 554340 ball 1 R R R TOR OAK B 0 1 -0.44 3.37 0 8 Top 3.26 1.38 93.1 2279 661759 54.85 58 2 4-Seam Fastball 5 5 5 5 5 5 5 229 0.000 0.025 197 -0.7083333 0.7083333 3.380833 1.259167 -0.8291667 0.8291667 strike fail
CU 4/16/2022 79.7 -2.82 5.17 Garcia, Yimi 462101 554340 ball 14 R R R TOR OAK B 0 1 0.84 0.87 1 8 Top 3.29 1.35 78.3 2749 661759 54.89 59 2 Curveball 5 5 5 5 5 5 5 56 0.000 0.016 200 -0.7083333 0.7083333 3.410833 1.229167 -0.8291667 0.8291667 ball pass
CU 4/16/2022 81.0 -2.85 5.17 Garcia, Yimi 462101 554340 ball 14 R R R TOR OAK B 1 1 1.01 0.94 1 8 Top 3.34 1.38 79.8 2662 661759 54.82 59 3 Curveball 5 5 5 5 5 5 5 83 0.000 0.033 201 -0.7083333 0.7083333 3.460833 1.259167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 93.6 -2.77 5.09 Garcia, Yimi 462101 554340 ball 13 R R R TOR OAK B 2 2 -0.27 0.63 1 8 Top 3.40 1.41 92.3 2210 661759 54.60 59 5 Sinker 5 5 5 5 5 5 5 226 0.000 0.073 203 -0.7083333 0.7083333 3.520833 1.289167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 88.9 -2.94 5.08 Garcia, Yimi 462101 554340 ball 9 R R R TOR OAK B 3 2 0.48 1.31 1 8 Top 3.23 1.41 88.4 2489 661759 54.52 59 6 Slider 5 5 5 5 5 5 5 204 -0.049 0.212 204 -0.7083333 0.7083333 3.350833 1.289167 -0.8291667 0.8291667 strike fail
SL 4/16/2022 87.6 -2.83 5.17 Garcia, Yimi 476704 554340 ball 14 R L R TOR OAK B 0 0 1.42 2.26 1 8 Top 3.59 1.85 86.6 2437 661759 54.83 60 1 Slider 5 5 5 5 5 5 5 199 0.000 0.042 205 -0.7083333 0.7083333 3.710833 1.729167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 91.9 -2.81 5.17 Garcia, Yimi 476704 554340 ball 13 R L R TOR OAK B 1 0 -1.24 1.37 1 8 Top 3.59 1.74 90.5 2138 661759 54.80 60 2 Sinker 5 5 5 5 5 5 5 225 0.000 0.080 206 -0.7083333 0.7083333 3.710833 1.619167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 93.0 -2.88 5.13 Garcia, Yimi 476704 554340 ball 13 R L R TOR OAK B 2 0 -1.29 2.07 1 8 Top 3.56 1.74 91.7 2179 661759 54.84 60 3 Sinker 5 5 5 5 5 5 5 220 0.000 0.108 207 -0.7083333 0.7083333 3.680833 1.619167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 90.7 -2.65 5.20 Garcia, Yimi 476704 554340 ball 11 R L R TOR OAK B 3 0 -1.06 3.10 1 8 Top 3.51 1.63 89.6 2088 661759 54.74 60 4 Sinker 5 5 5 5 5 5 5 230 -0.066 0.150 208 -0.7083333 0.7083333 3.630833 1.509167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 94.2 -2.82 5.10 Garcia, Yimi 669221 554340 ball 13 R R R TOR OAK B 0 0 -1.85 2.16 1 8 Top 3.53 1.68 93.3 2192 661759 54.63 61 1 Sinker 5 5 5 5 5 5 5 228 0.000 0.063 209 -0.7083333 0.7083333 3.650833 1.559167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 89.4 -2.84 5.12 Garcia, Yimi 669221 554340 called_strike 8 R R R TOR OAK S 1 0 0.08 2.13 1 8 Top 3.49 1.63 88.7 2455 661759 54.75 61 2 Slider 5 5 5 5 5 5 5 207 0.000 -0.089 210 -0.7083333 0.7083333 3.610833 1.509167 -0.8291667 0.8291667 strike pass
CH 4/16/2022 87.1 -2.73 5.22 Garcia, Yimi 669221 554340 ball 13 R R R TOR OAK B 1 1 -0.41 1.29 1 8 Top 3.49 1.68 86.0 1757 661759 54.69 61 3 Changeup 5 5 5 5 5 5 5 246 0.000 0.072 211 -0.7083333 0.7083333 3.610833 1.559167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 92.3 -2.73 5.23 Garcia, Yimi 669221 554340 ball 11 R R R TOR OAK B 2 1 -1.60 2.63 1 8 Top 3.49 1.68 90.7 2078 661759 54.91 61 4 Sinker 5 5 5 5 5 5 5 228 -0.107 0.172 212 -0.7083333 0.7083333 3.610833 1.559167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 94.6 -2.88 5.00 Garcia, Yimi 669221 554340 called_strike 5 R R R TOR OAK S 3 1 0.14 2.78 1 8 Top 3.43 1.63 93.9 2285 661759 54.69 61 5 4-Seam Fastball 5 5 5 5 5 5 5 236 0.000 -0.203 213 -0.7083333 0.7083333 3.550833 1.509167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 94.3 -2.86 5.03 Garcia, Yimi 669221 554340 called_strike 8 R R R TOR OAK S 3 2 -0.18 1.98 1 8 Top 3.43 1.63 93.9 2346 661759 54.61 61 6 4-Seam Fastball 5 5 5 5 5 5 5 229 0.164 -0.680 214 -0.7083333 0.7083333 3.550833 1.509167 -0.8291667 0.8291667 strike pass
CU 4/16/2022 83.6 -2.96 5.17 Garcia, Yimi 643393 554340 ball 3 R L R TOR OAK B 0 0 0.79 3.18 2 8 Top 3.18 1.54 83.1 2578 661759 54.76 62 1 Curveball 5 5 5 5 5 5 5 101 0.000 0.048 215 -0.7083333 0.7083333 3.300833 1.419167 -0.8291667 0.8291667 strike fail
SL 4/16/2022 81.9 -0.16 6.52 Jiménez, Dany 666971 666204 ball 9 R R R TOR OAK B 0 0 0.82 1.54 0 8 Bot 3.40 1.65 81.0 2189 661759 54.79 63 1 Slider 5 5 5 5 5 5 5 69 0.000 0.033 217 -0.7083333 0.7083333 3.520833 1.529167 -0.8291667 0.8291667 strike fail
SL 4/16/2022 81.6 -0.20 6.61 Jiménez, Dany 666971 666204 called_strike 6 R R R TOR OAK S 1 0 0.76 2.90 0 8 Bot 3.48 1.71 80.5 2267 661759 54.87 63 2 Slider 5 5 5 5 5 5 5 115 0.000 -0.043 218 -0.7083333 0.7083333 3.600833 1.589167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 93.8 -0.12 6.44 Jiménez, Dany 666971 666204 called_strike 12 R R R TOR OAK S 1 1 0.94 3.08 0 8 Bot 3.48 1.65 92.8 2013 661759 54.81 63 3 4-Seam Fastball 5 5 5 5 5 5 5 206 0.000 -0.054 219 -0.7083333 0.7083333 3.600833 1.529167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 94.8 -0.27 6.48 Jiménez, Dany 666971 666204 ball 12 R R R TOR OAK B 1 2 0.10 5.78 0 8 Bot 3.55 1.60 93.9 2218 661759 54.73 63 4 4-Seam Fastball 5 5 5 5 5 5 5 192 0.000 0.037 220 -0.7083333 0.7083333 3.670833 1.479167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 83.3 -0.08 6.44 Jiménez, Dany 666971 666204 ball 14 R R R TOR OAK B 2 2 0.91 1.35 0 8 Bot 3.55 1.60 82.7 2370 661759 54.74 63 5 Slider 5 5 5 5 5 5 5 92 0.000 0.103 221 -0.7083333 0.7083333 3.670833 1.479167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 80.5 -0.20 6.54 Jiménez, Dany 666971 666204 called_strike 14 R R R TOR OAK S 3 2 1.05 1.89 0 8 Bot 3.40 1.57 80.0 2268 661759 54.78 63 6 Slider 5 5 5 5 5 5 5 100 -0.046 -0.299 222 -0.7083333 0.7083333 3.520833 1.449167 -0.8291667 0.8291667 ball fail
SL 4/16/2022 82.9 -0.18 6.54 Jiménez, Dany 656305 666204 called_strike 6 R R R TOR OAK S 0 0 0.60 2.48 1 8 Bot 3.37 1.57 82.3 2415 661759 54.85 64 1 Slider 5 5 5 5 5 5 5 83 0.000 -0.024 223 -0.7083333 0.7083333 3.490833 1.449167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 94.4 0.02 6.45 Jiménez, Dany 656305 666204 ball 12 R R R TOR OAK B 0 1 1.26 3.78 1 8 Bot 3.45 1.57 93.6 2191 661759 54.55 64 2 4-Seam Fastball 5 5 5 5 5 5 5 196 0.000 0.016 224 -0.7083333 0.7083333 3.570833 1.449167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 82.1 -0.21 6.45 Jiménez, Dany 656305 666204 called_strike 9 R R R TOR OAK S 1 1 0.75 1.86 1 8 Bot 3.37 1.54 81.6 2395 661759 54.75 64 3 Slider 5 5 5 5 5 5 5 86 0.000 -0.036 225 -0.7083333 0.7083333 3.490833 1.419167 -0.8291667 0.8291667 strike pass
SL 4/16/2022 83.6 -0.14 6.51 Jiménez, Dany 656305 666204 called_strike 14 R R R TOR OAK S 1 2 1.21 2.50 1 8 Bot 3.38 1.64 83.1 2401 661759 54.74 64 4 Slider 5 5 5 5 5 5 5 92 -0.034 -0.112 226 -0.7083333 0.7083333 3.500833 1.519167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 94.5 -0.38 6.37 Jiménez, Dany 641470 666204 ball 1 R L R TOR OAK B 0 0 -0.51 3.76 2 8 Bot 3.73 1.68 93.5 2270 661759 54.73 65 1 4-Seam Fastball 5 5 5 5 5 5 5 198 0.000 0.015 227 -0.7083333 0.7083333 3.850833 1.559167 -0.8291667 0.8291667 strike fail
SL 4/16/2022 81.6 -0.21 6.44 Jiménez, Dany 641470 666204 called_strike 9 R L R TOR OAK S 1 0 0.62 2.25 2 8 Bot 3.70 1.65 80.8 2360 661759 54.86 65 2 Slider 5 5 5 5 5 5 5 76 0.000 -0.021 228 -0.7083333 0.7083333 3.820833 1.529167 -0.8291667 0.8291667 strike pass
SL 4/16/2022 83.2 -0.01 6.44 Jiménez, Dany 641470 666204 ball 14 R L R TOR OAK B 1 2 0.86 -0.14 2 8 Bot 3.56 1.57 82.9 2290 661759 54.49 65 4 Slider 5 5 5 5 5 5 5 131 0.000 0.014 230 -0.7083333 0.7083333 3.680833 1.449167 -0.8291667 0.8291667 ball pass
SL 4/16/2022 83.5 -0.23 6.40 Jiménez, Dany 641470 666204 ball 14 R L R TOR OAK B 2 2 1.10 -1.78 2 8 Bot 3.53 1.65 82.3 2252 661759 54.65 65 5 Slider 5 5 5 5 5 5 5 28 0.000 0.033 231 -0.7083333 0.7083333 3.650833 1.529167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 81.5 -1.62 6.05 Merryweather, Julian 641856 657240 ball 13 R L R TOR OAK B 0 2 -0.99 1.08 0 9 Top 3.29 1.46 82.2 1299 661759 53.89 66 4 Changeup 5 5 5 5 5 5 5 221 0.000 0.017 236 -0.7083333 0.7083333 3.410833 1.339167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 97.4 -1.98 5.88 Merryweather, Julian 641856 657240 called_strike 13 R L R TOR OAK S 1 2 -0.90 2.06 0 9 Top 3.30 1.61 98.3 2199 661759 53.65 66 5 4-Seam Fastball 5 5 5 5 5 5 5 216 0.058 -0.158 237 -0.7083333 0.7083333 3.420833 1.489167 -0.8291667 0.8291667 ball fail
CU 4/16/2022 80.0 -1.79 6.00 Merryweather, Julian 542194 657240 called_strike 1 R R R TOR OAK S 0 0 -0.33 3.21 1 9 Top 3.56 1.71 79.9 2347 661759 54.02 67 1 Curveball 5 5 5 5 5 5 5 25 0.000 -0.024 238 -0.7083333 0.7083333 3.680833 1.589167 -0.8291667 0.8291667 strike pass
CU 4/16/2022 80.4 -1.80 5.99 Merryweather, Julian 542194 657240 ball 11 R R R TOR OAK B 0 2 -1.14 4.13 1 9 Top 3.49 1.65 80.5 2055 661759 53.97 67 6 Curveball 5 5 5 5 5 5 5 33 0.000 0.011 243 -0.7083333 0.7083333 3.610833 1.529167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 97.2 -1.88 5.95 Merryweather, Julian 665506 657240 ball 13 R R R TOR OAK B 0 0 -0.11 1.28 1 9 Top 3.51 1.60 97.9 2271 661759 53.76 68 1 4-Seam Fastball 5 5 5 5 5 5 5 213 0.000 0.042 246 -0.7083333 0.7083333 3.630833 1.479167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 81.8 -1.78 6.07 Merryweather, Julian 664913 657240 called_strike 9 R L R TOR OAK S 0 0 0.31 2.08 1 9 Top 3.41 1.62 82.5 1374 661759 53.77 69 1 Changeup 5 7 7 5 7 5 7 222 0.000 -0.024 248 -0.7083333 0.7083333 3.530833 1.499167 -0.8291667 0.8291667 strike pass
CU 4/16/2022 80.1 -1.86 6.04 Merryweather, Julian 664913 657240 ball 11 R L R TOR OAK B 0 1 -1.28 4.49 1 9 Top 3.40 1.54 80.2 1812 661759 54.00 69 2 Curveball 5 7 7 5 7 5 7 27 0.000 0.016 249 -0.7083333 0.7083333 3.520833 1.419167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 96.3 -1.85 6.03 Merryweather, Julian 664913 657240 ball 1 R L R TOR OAK B 1 1 -0.78 3.38 1 9 Top 3.53 1.68 96.5 1951 661759 53.86 69 3 4-Seam Fastball 5 7 7 5 7 5 7 215 0.000 0.033 250 -0.7083333 0.7083333 3.650833 1.559167 -0.8291667 0.8291667 strike fail
CH 4/16/2022 81.3 -1.65 6.08 Merryweather, Julian 664913 657240 called_strike 4 R L R TOR OAK S 2 1 -0.32 2.45 1 9 Top 3.41 1.54 81.5 1342 661759 53.94 69 4 Changeup 5 7 7 5 7 5 7 222 0.000 -0.046 251 -0.7083333 0.7083333 3.530833 1.419167 -0.8291667 0.8291667 strike pass
SL 4/16/2022 89.0 -1.74 6.02 Merryweather, Julian 640461 657240 called_strike 6 R R R TOR OAK S 0 0 0.79 2.37 2 9 Top 3.62 1.65 89.6 2241 661759 53.82 70 1 Slider 5 7 7 5 7 5 7 352 0.000 -0.017 253 -0.7083333 0.7083333 3.740833 1.529167 -0.8291667 0.8291667 strike pass
FF 4/16/2022 96.8 -1.33 6.22 Trivino, Lou 672386 642152 ball 12 R R R TOR OAK B 0 0 1.06 2.37 0 9 Bot 2.93 1.32 96.4 2059 661759 54.06 71 1 4-Seam Fastball 5 7 5 7 7 5 5 227 0.000 0.033 256 -0.7083333 0.7083333 3.050833 1.199167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 96.7 -1.35 6.11 Trivino, Lou 672386 642152 ball 14 R R R TOR OAK B 1 0 1.51 2.05 0 9 Bot 3.18 1.40 96.4 1960 661759 54.08 71 2 4-Seam Fastball 5 7 5 7 7 5 5 226 0.000 0.063 257 -0.7083333 0.7083333 3.300833 1.279167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 96.7 -1.41 6.14 Trivino, Lou 672386 642152 ball 14 R R R TOR OAK B 2 0 0.96 1.55 0 9 Bot 2.96 1.29 96.4 2113 661759 54.14 71 3 Sinker 5 7 5 7 7 5 5 223 0.000 0.134 258 -0.7083333 0.7083333 3.080833 1.169167 -0.8291667 0.8291667 ball pass
FF 4/16/2022 96.3 -1.38 6.21 Trivino, Lou 672386 642152 called_strike 3 R R R TOR OAK S 3 0 0.54 2.75 0 9 Bot 3.04 1.38 95.5 1980 661759 54.30 71 4 4-Seam Fastball 5 7 5 7 7 5 5 219 0.000 -0.076 259 -0.7083333 0.7083333 3.160833 1.259167 -0.8291667 0.8291667 strike pass
SI 4/16/2022 96.9 -1.45 6.16 Trivino, Lou 672386 642152 ball 11 R R R TOR OAK B 3 1 -0.64 3.29 0 9 Bot 3.15 1.46 96.7 2081 661759 54.11 71 5 Sinker 5 7 5 7 7 5 5 221 0.090 0.245 260 -0.7083333 0.7083333 3.270833 1.339167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 96.6 -1.40 6.19 Trivino, Lou 669289 642152 called_strike 13 R R R TOR OAK S 0 0 -1.03 2.22 0 9 Bot 3.56 1.65 96.2 2035 661759 54.22 72 1 Sinker 5 7 5 7 7 5 5 223 0.000 -0.066 261 -0.7083333 0.7083333 3.680833 1.529167 -0.8291667 0.8291667 ball fail
CH 4/16/2022 87.6 -1.36 6.09 Trivino, Lou 669289 642152 ball 14 R R R TOR OAK B 0 2 0.83 1.00 0 9 Bot 3.56 1.49 87.7 1851 661759 53.88 72 3 Changeup 5 7 5 7 7 5 5 261 0.000 0.042 263 -0.7083333 0.7083333 3.680833 1.369167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 97.5 -1.33 6.20 Trivino, Lou 669289 642152 ball 14 R R R TOR OAK B 1 2 0.53 1.46 0 9 Bot 3.59 1.60 97.0 2123 661759 54.24 72 4 Sinker 5 7 5 7 7 5 5 222 0.000 0.085 264 -0.7083333 0.7083333 3.710833 1.479167 -0.8291667 0.8291667 ball pass
FC 4/16/2022 93.8 -1.16 6.28 Trivino, Lou 543807 642152 ball 14 R R R TOR OAK B 0 0 1.66 2.08 1 9 Bot 3.49 1.51 93.7 2237 661759 54.27 73 1 Cutter 5 7 5 7 7 5 5 212 0.000 0.042 266 -0.7083333 0.7083333 3.610833 1.389167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 96.4 -1.28 6.23 Trivino, Lou 543807 642152 ball 11 R R R TOR OAK B 1 1 -0.86 4.10 1 9 Bot 3.49 1.49 96.4 2006 661759 54.28 73 3 Sinker 5 7 5 7 7 5 5 244 0.000 0.073 268 -0.7083333 0.7083333 3.610833 1.369167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 88.0 -1.52 6.14 Trivino, Lou 543807 642152 ball 11 R R R TOR OAK B 2 1 -0.99 2.84 1 9 Bot 3.45 1.51 88.0 1660 661759 54.12 73 4 Changeup 5 7 5 7 7 5 5 263 0.000 0.102 269 -0.7083333 0.7083333 3.570833 1.389167 -0.8291667 0.8291667 ball pass
SI 4/16/2022 96.2 -1.42 6.18 Trivino, Lou 606132 642152 ball 11 R L R TOR OAK B 0 0 -2.18 3.94 2 9 Bot 3.48 1.62 96.0 2023 661759 54.28 74 1 Sinker 5 7 5 7 7 5 5 219 0.002 0.032 272 -0.7083333 0.7083333 3.600833 1.499167 -0.8291667 0.8291667 ball pass
CH 4/16/2022 88.4 -1.45 6.18 Trivino, Lou 606132 642152 ball 11 R L R TOR OAK B 1 1 -1.55 2.95 2 9 Bot 3.49 1.65 88.0 1701 661759 54.32 74 3 Changeup 5 7 5 7 7 5 5 263 0.000 0.036 274 -0.7083333 0.7083333 3.610833 1.529167 -0.8291667 0.8291667 ball pass

Only the ones identified as incorrect:

incorrect <- identify %>% 
  filter(call == "fail")
incorrect %>% 
  dplyr::select(-des) %>% # took out this variable cause it was long
  kable() %>% 
  kable_styling("striped") %>% 
  scroll_box(height = "500px", width = "100%")
pitch_type game_date release_speed release_pos_x release_pos_z player_name batter pitcher…8 description zone game_type stand p_throws home_team away_team type balls strikes plate_x plate_z outs_when_up inning inning_topbot sz_top sz_bot effective_speed release_spin_rate game_pk release_pos_y at_bat_number pitch_number pitch_name home_score away_score bat_score fld_score post_away_score post_home_score post_bat_score spin_axis delta_home_win_exp delta_run_exp id sz_l sz_r new_sz_top new_sz_bot new_sz_l new_sz_r true call
FF 4/16/2022 88.5 2.23 6.02 Ryu, Hyun Jin 640461 547943 ball 14 R R L TOR OAK B 0 0 0.29 1.45 0 1 Top 3.37 1.57 88.2 2006 661759 53.99 1 1 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 0.033 1 -0.7083333 0.7083333 3.490833 1.449167 -0.8291667 0.8291667 strike fail
CU 4/16/2022 69.4 2.17 6.32 Ryu, Hyun Jin 640461 547943 ball 6 R R L TOR OAK B 2 0 0.70 2.26 0 1 Top 3.32 1.46 68.6 2533 661759 54.19 1 3 Curveball 0 0 0 0 0 0 0 323 0.000 0.134 3 -0.7083333 0.7083333 3.440833 1.339167 -0.8291667 0.8291667 strike fail
FC 4/16/2022 86.4 2.00 6.15 Ryu, Hyun Jin 476704 547943 called_strike 13 R R L TOR OAK S 1 2 -0.98 2.18 2 1 Top 3.43 1.57 86.6 2038 661759 54.03 3 4 Cutter 0 0 0 0 0 0 0 156 0.010 -0.070 12 -0.7083333 0.7083333 3.550833 1.449167 -0.8291667 0.8291667 ball fail
SI 4/16/2022 92.5 -1.61 6.08 Blackburn, Paul 666971 621112 ball 1 R R R TOR OAK B 0 0 -0.79 3.56 1 1 Bot 3.48 1.65 92.5 1958 661759 54.30 7 1 Sinker 1 0 1 0 0 1 1 213 0.000 0.042 20 -0.7083333 0.7083333 3.600833 1.529167 -0.8291667 0.8291667 strike fail
SI 4/16/2022 92.0 -1.70 6.06 Blackburn, Paul 656305 621112 called_strike 13 R R R TOR OAK S 0 0 -1.03 1.85 0 2 Bot 3.45 1.63 91.8 1979 661759 54.31 15 1 Sinker 1 3 1 3 3 1 1 215 0.000 -0.034 42 -0.7083333 0.7083333 3.570833 1.509167 -0.8291667 0.8291667 ball fail
CH 4/16/2022 87.1 -1.68 6.19 Blackburn, Paul 641470 621112 called_strike 11 R L R TOR OAK S 2 0 -0.83 3.32 1 2 Bot 3.62 1.54 87.3 1824 661759 54.24 16 3 Changeup 1 3 1 3 3 1 1 218 0.000 -0.042 51 -0.7083333 0.7083333 3.740833 1.419167 -0.8291667 0.8291667 ball fail
SI 4/16/2022 92.9 -1.46 5.96 Blackburn, Paul 672386 621112 called_strike 14 R R R TOR OAK S 0 0 0.89 2.34 1 2 Bot 3.18 1.52 93.0 2026 661759 54.12 17 1 Sinker 1 3 1 3 3 1 1 221 0.000 -0.048 54 -0.7083333 0.7083333 3.300833 1.399167 -0.8291667 0.8291667 ball fail
FC 4/16/2022 86.1 -1.45 6.11 Blackburn, Paul 669289 621112 called_strike 12 R R R TOR OAK S 0 0 1.23 2.57 2 2 Bot 3.49 1.61 86.1 2638 661759 54.24 18 1 Cutter 1 3 1 3 3 1 1 124 0.000 -0.035 58 -0.7083333 0.7083333 3.610833 1.489167 -0.8291667 0.8291667 ball fail
CU 4/16/2022 78.3 -1.81 6.17 Blackburn, Paul 605548 621112 called_strike 11 R L R TOR OAK S 0 0 -0.59 3.58 0 3 Bot 3.45 1.71 77.2 2661 661759 54.55 24 1 Curveball 1 5 1 5 5 1 1 26 0.000 -0.034 75 -0.7083333 0.7083333 3.570833 1.589167 -0.8291667 0.8291667 ball fail
SI 4/16/2022 92.7 -1.42 5.93 Blackburn, Paul 666182 621112 called_strike 12 R R R TOR OAK S 1 1 1.04 2.87 2 3 Bot 3.66 1.72 93.0 2064 661759 54.12 26 3 Sinker 1 5 1 5 5 1 1 203 0.000 -0.023 84 -0.7083333 0.7083333 3.780833 1.599167 -0.8291667 0.8291667 ball fail
SI 4/16/2022 91.7 -1.50 6.03 Blackburn, Paul 665489 621112 called_strike 13 R R R TOR OAK S 0 0 -1.13 2.03 0 4 Bot 3.62 1.65 91.8 2025 661759 54.23 30 1 Sinker 1 5 1 5 5 1 1 209 0.000 -0.034 95 -0.7083333 0.7083333 3.740833 1.529167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 91.1 -0.86 5.83 Thornton, Trent 640461 663423 called_strike 12 R R R TOR OAK S 0 0 0.13 3.52 0 5 Top 3.24 1.49 90.7 2262 661759 54.41 35 1 4-Seam Fastball 2 5 5 2 5 2 5 201 0.000 -0.034 112 -0.7083333 0.7083333 3.360833 1.369167 -0.8291667 0.8291667 ball fail
SL 4/16/2022 79.5 -1.92 5.93 Blackburn, Paul 606132 621112 called_strike 14 R L R TOR OAK S 0 0 0.97 1.70 2 5 Bot 3.49 1.76 78.6 2581 661759 54.31 40 1 Slider 2 5 2 5 5 2 2 37 0.000 -0.017 131 -0.7083333 0.7083333 3.610833 1.639167 -0.8291667 0.8291667 ball fail
SL 4/16/2022 79.0 -1.42 5.41 Thornton, Trent 669221 663423 called_strike 12 R R R TOR OAK S 0 0 1.23 3.03 0 6 Top 3.40 1.54 78.5 2839 661759 54.69 41 1 Slider 2 5 5 2 5 2 5 70 0.000 -0.034 136 -0.7083333 0.7083333 3.520833 1.419167 -0.8291667 0.8291667 ball fail
SL 4/16/2022 82.5 -1.34 5.39 Thornton, Trent 675656 663423 called_strike 14 R R R TOR OAK S 0 0 1.13 1.98 2 6 Top 3.21 1.43 81.5 2814 661759 54.57 43 1 Slider 2 5 5 2 5 2 5 71 0.000 -0.017 144 -0.7083333 0.7083333 3.330833 1.309167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 93.3 -1.89 5.65 Acevedo, Domingo 666182 642758 called_strike 14 R R R TOR OAK S 1 0 1.02 2.62 0 6 Bot 3.66 1.69 91.6 2182 661759 54.99 44 2 4-Seam Fastball 2 5 2 5 5 2 2 231 0.000 -0.043 149 -0.7083333 0.7083333 3.780833 1.569167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 92.8 -2.25 6.18 Phelps, David 665506 475479 called_strike 12 R R R TOR OAK S 0 0 0.96 3.05 1 7 Top 3.45 1.63 91.0 2255 661759 55.19 53 1 4-Seam Fastball 5 5 5 5 5 5 5 216 0.000 -0.024 177 -0.7083333 0.7083333 3.570833 1.509167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 93.4 -1.47 6.26 Grimm, Justin 665489 518748 called_strike 12 R R R TOR OAK S 0 0 1.04 2.88 2 7 Bot 3.70 1.71 94.2 2227 661759 53.67 57 1 4-Seam Fastball 5 5 5 5 5 5 5 204 0.000 -0.017 193 -0.7083333 0.7083333 3.820833 1.589167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 94.2 -2.79 5.04 Garcia, Yimi 640461 554340 ball 1 R R R TOR OAK B 0 1 -0.44 3.37 0 8 Top 3.26 1.38 93.1 2279 661759 54.85 58 2 4-Seam Fastball 5 5 5 5 5 5 5 229 0.000 0.025 197 -0.7083333 0.7083333 3.380833 1.259167 -0.8291667 0.8291667 strike fail
SL 4/16/2022 88.9 -2.94 5.08 Garcia, Yimi 462101 554340 ball 9 R R R TOR OAK B 3 2 0.48 1.31 1 8 Top 3.23 1.41 88.4 2489 661759 54.52 59 6 Slider 5 5 5 5 5 5 5 204 -0.049 0.212 204 -0.7083333 0.7083333 3.350833 1.289167 -0.8291667 0.8291667 strike fail
CU 4/16/2022 83.6 -2.96 5.17 Garcia, Yimi 643393 554340 ball 3 R L R TOR OAK B 0 0 0.79 3.18 2 8 Top 3.18 1.54 83.1 2578 661759 54.76 62 1 Curveball 5 5 5 5 5 5 5 101 0.000 0.048 215 -0.7083333 0.7083333 3.300833 1.419167 -0.8291667 0.8291667 strike fail
SL 4/16/2022 81.9 -0.16 6.52 Jiménez, Dany 666971 666204 ball 9 R R R TOR OAK B 0 0 0.82 1.54 0 8 Bot 3.40 1.65 81.0 2189 661759 54.79 63 1 Slider 5 5 5 5 5 5 5 69 0.000 0.033 217 -0.7083333 0.7083333 3.520833 1.529167 -0.8291667 0.8291667 strike fail
FF 4/16/2022 93.8 -0.12 6.44 Jiménez, Dany 666971 666204 called_strike 12 R R R TOR OAK S 1 1 0.94 3.08 0 8 Bot 3.48 1.65 92.8 2013 661759 54.81 63 3 4-Seam Fastball 5 5 5 5 5 5 5 206 0.000 -0.054 219 -0.7083333 0.7083333 3.600833 1.529167 -0.8291667 0.8291667 ball fail
SL 4/16/2022 80.5 -0.20 6.54 Jiménez, Dany 666971 666204 called_strike 14 R R R TOR OAK S 3 2 1.05 1.89 0 8 Bot 3.40 1.57 80.0 2268 661759 54.78 63 6 Slider 5 5 5 5 5 5 5 100 -0.046 -0.299 222 -0.7083333 0.7083333 3.520833 1.449167 -0.8291667 0.8291667 ball fail
SL 4/16/2022 83.6 -0.14 6.51 Jiménez, Dany 656305 666204 called_strike 14 R R R TOR OAK S 1 2 1.21 2.50 1 8 Bot 3.38 1.64 83.1 2401 661759 54.74 64 4 Slider 5 5 5 5 5 5 5 92 -0.034 -0.112 226 -0.7083333 0.7083333 3.500833 1.519167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 94.5 -0.38 6.37 Jiménez, Dany 641470 666204 ball 1 R L R TOR OAK B 0 0 -0.51 3.76 2 8 Bot 3.73 1.68 93.5 2270 661759 54.73 65 1 4-Seam Fastball 5 5 5 5 5 5 5 198 0.000 0.015 227 -0.7083333 0.7083333 3.850833 1.559167 -0.8291667 0.8291667 strike fail
FF 4/16/2022 97.4 -1.98 5.88 Merryweather, Julian 641856 657240 called_strike 13 R L R TOR OAK S 1 2 -0.90 2.06 0 9 Top 3.30 1.61 98.3 2199 661759 53.65 66 5 4-Seam Fastball 5 5 5 5 5 5 5 216 0.058 -0.158 237 -0.7083333 0.7083333 3.420833 1.489167 -0.8291667 0.8291667 ball fail
FF 4/16/2022 96.3 -1.85 6.03 Merryweather, Julian 664913 657240 ball 1 R L R TOR OAK B 1 1 -0.78 3.38 1 9 Top 3.53 1.68 96.5 1951 661759 53.86 69 3 4-Seam Fastball 5 7 7 5 7 5 7 215 0.000 0.033 250 -0.7083333 0.7083333 3.650833 1.559167 -0.8291667 0.8291667 strike fail
SI 4/16/2022 96.6 -1.40 6.19 Trivino, Lou 669289 642152 called_strike 13 R R R TOR OAK S 0 0 -1.03 2.22 0 9 Bot 3.56 1.65 96.2 2035 661759 54.22 72 1 Sinker 5 7 5 7 7 5 5 223 0.000 -0.066 261 -0.7083333 0.7083333 3.680833 1.529167 -0.8291667 0.8291667 ball fail

Finding counts of incorrect calls:

incorrect %>% 
  group_by(balls, strikes) %>% 
  summarize(n())
## `summarise()` has grouped output by 'balls'. You can override using the
## `.groups` argument.
## # A tibble: 7 × 3
## # Groups:   balls [4]
##   balls strikes `n()`
##   <dbl>   <dbl> <int>
## 1     0       0    17
## 2     0       1     1
## 3     1       0     1
## 4     1       1     3
## 5     1       2     3
## 6     2       0     2
## 7     3       2     2

Most of the incorrect calls were made during a 0-0 count

Predictive Modeling

Predicting Incorrect Calls

model <- rpart(type ~ outs_when_up + inning + home_score + away_score + balls + strikes, data = identify)
predictions <- as.data.frame(predict(model))
predictions <- predictions %>% 
  mutate(predict_call = case_when(B > S ~ "ball",
                                  S > B ~ "strike"))
table(predictions$predict_call)
## 
##   ball strike 
##    120     40

This is really close to what the true amount of balls and strikes is

Compare predicted call to actual call

# add predictions to the data frame
pred_m <- calc_long %>% 
  mutate(predict_call = predictions$predict_call)

# find the incorrect calls
identify_pm <- pred_m %>% 
  mutate(call = case_when((type == "B" & true == "ball") ~ "pass",
                          (type == "S" & true == "strike") ~ "pass",
                          TRUE ~ "fail"))
table(identify_pm$call)
## 
## fail pass 
##   29  131

Still produces the same number of fail/pass

Predicting Individual Play Results

First draft:

clean_added <- clean %>% 
  mutate(ump_call = case_when(id %in% incorrect$id ~ "incorrect",
                              TRUE ~ "correct"))

model_outcome <- rpart(description ~ ump_call + outs_when_up + inning + bat_score + fld_score + balls + strikes, data = clean_added)
predictions_outcome <- as.data.frame(predict(model_outcome))

# get the column names of the largest values
predictions_outcome$highest<- (colnames(predictions_outcome)[max.col(predictions_outcome)])

# add in to data frame
clean_added <- clean_added %>% 
  mutate(pred_outcome = predictions_outcome$highest)
fill2 <- which(clean_added$ump_call == "incorrect")
clean_added %>% 
  dplyr::select(-des) %>% 
  kable %>% 
  kable_styling("striped") %>% 
  row_spec(fill2, background = "skyblue") %>% 
  scroll_box(height = "500px")
pitch_type game_date release_speed release_pos_x release_pos_z player_name batter pitcher…8 description zone game_type stand p_throws home_team away_team type balls strikes game_year pfx_x pfx_z plate_x plate_z outs_when_up inning inning_topbot sz_top sz_bot effective_speed release_spin_rate game_pk release_pos_y at_bat_number pitch_number pitch_name home_score away_score bat_score fld_score post_away_score post_home_score post_bat_score spin_axis delta_home_win_exp delta_run_exp id ump_call pred_outcome
FF 4/16/2022 88.5 2.23 6.02 Ryu, Hyun Jin 640461 547943 ball 14 R R L TOR OAK B 0 0 2022 1.15 1.04 0.29 1.45 0 1 Top 3.37 1.57 88.2 2006 661759 53.99 1 1 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 0.033 1 incorrect called_strike
FF 4/16/2022 89.5 2.25 6.04 Ryu, Hyun Jin 640461 547943 ball 14 R R L TOR OAK B 1 0 2022 1.19 1.12 1.30 2.14 0 1 Top 3.40 1.57 89.1 2104 661759 54.03 1 2 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 0.063 2 correct ball
CU 4/16/2022 69.4 2.17 6.32 Ryu, Hyun Jin 640461 547943 ball 6 R R L TOR OAK B 2 0 2022 -1.24 -1.23 0.70 2.26 0 1 Top 3.32 1.46 68.6 2533 661759 54.19 1 3 Curveball 0 0 0 0 0 0 0 323 0.000 0.134 3 incorrect called_strike
FF 4/16/2022 89.5 2.19 6.08 Ryu, Hyun Jin 640461 547943 called_strike 5 R R L TOR OAK S 3 0 2022 1.20 1.13 -0.21 2.27 0 1 Top 3.47 1.52 89.0 2061 661759 54.10 1 4 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 -0.076 4 correct ball
FC 4/16/2022 85.0 2.15 6.06 Ryu, Hyun Jin 640461 547943 hit_into_play 1 R R L TOR OAK X 3 1 2022 -0.25 0.93 -0.48 2.98 0 1 Top 3.47 1.59 84.8 1993 661759 54.14 1 5 Cutter 0 0 0 0 0 0 0 152 0.022 -0.375 5 correct hit_into_play
FF 4/16/2022 88.9 2.01 6.08 Ryu, Hyun Jin 462101 547943 swinging_strike 4 R R L TOR OAK S 0 0 2022 1.23 0.99 -0.31 2.62 1 1 Top 3.37 1.53 88.6 2017 661759 53.93 2 1 4-Seam Fastball 0 0 0 0 0 0 0 133 0.000 -0.024 6 correct ball
FC 4/16/2022 86.1 2.11 6.11 Ryu, Hyun Jin 462101 547943 called_strike 1 R R L TOR OAK S 0 1 2022 0.17 1.00 -0.52 3.24 1 1 Top 3.29 1.38 86.1 2007 661759 54.13 2 2 Cutter 0 0 0 0 0 0 0 156 0.000 -0.031 7 correct ball
FC 4/16/2022 87.3 2.02 6.06 Ryu, Hyun Jin 462101 547943 hit_into_play 13 R R L TOR OAK X 0 2 2022 0.15 1.05 -1.30 2.41 1 1 Top 3.37 1.53 87.4 2003 661759 54.01 2 3 Cutter 0 0 0 0 0 0 0 151 0.015 -0.100 8 correct ball
FF 4/16/2022 90.2 2.14 6.02 Ryu, Hyun Jin 476704 547943 called_strike 3 R R L TOR OAK S 0 0 2022 0.92 1.16 0.66 2.99 2 1 Top 3.51 1.60 90.2 1993 661759 54.03 3 1 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 -0.017 9 correct ball
CH 4/16/2022 78.7 2.40 5.86 Ryu, Hyun Jin 476704 547943 ball 12 R R L TOR OAK B 0 1 2022 1.23 0.44 2.14 2.89 2 1 Top 3.45 1.46 78.6 1488 661759 54.13 3 2 Changeup 0 0 0 0 0 0 0 117 0.000 0.011 10 correct ball
CU 4/16/2022 70.6 1.84 6.23 Ryu, Hyun Jin 476704 547943 foul 6 R R L TOR OAK S 1 1 2022 -1.18 -1.32 0.31 2.40 2 1 Top 3.37 1.53 69.7 2586 661759 54.23 3 3 Curveball 0 0 0 0 0 0 0 328 0.000 -0.023 11 correct hit_into_play
FC 4/16/2022 86.4 2.00 6.15 Ryu, Hyun Jin 476704 547943 called_strike 13 R R L TOR OAK S 1 2 2022 -0.15 0.69 -0.98 2.18 2 1 Top 3.43 1.57 86.6 2038 661759 54.03 3 4 Cutter 0 0 0 0 0 0 0 156 0.010 -0.070 12 incorrect called_strike
SI 4/16/2022 91.8 -1.88 6.13 Blackburn, Paul 606132 621112 called_strike 7 R L R TOR OAK S 0 0 2022 -1.24 0.77 -0.53 1.71 0 1 Bot 3.49 1.63 91.5 1995 661759 54.34 4 1 Sinker 0 0 0 0 0 0 0 211 0.000 -0.034 13 correct ball
CH 4/16/2022 86.9 -2.00 6.16 Blackburn, Paul 606132 621112 foul 14 R L R TOR OAK S 0 1 2022 -1.27 0.31 0.01 1.47 0 1 Bot 3.49 1.60 86.9 2062 661759 54.23 4 2 Changeup 0 0 0 0 0 0 0 220 0.000 -0.046 14 correct ball
CU 4/16/2022 79.9 -1.90 6.03 Blackburn, Paul 606132 621112 hit_into_play 9 R L R TOR OAK X 0 2 2022 0.81 -1.40 0.77 1.91 0 1 Bot 3.49 1.60 79.0 2594 661759 54.38 4 3 Curveball 0 0 0 0 0 0 0 25 0.060 0.714 15 correct ball
FC 4/16/2022 88.6 -1.81 6.09 Blackburn, Paul 666182 621112 swinging_strike 6 R R R TOR OAK S 0 0 2022 0.40 0.59 0.30 2.72 0 1 Bot 3.37 1.53 88.6 2448 661759 54.30 5 1 Cutter 0 0 0 0 0 0 0 181 0.000 -0.056 16 correct ball
SI 4/16/2022 92.6 -1.66 6.08 Blackburn, Paul 666182 621112 hit_into_play 11 R R R TOR OAK X 0 1 2022 -1.13 0.98 -0.97 2.54 0 1 Bot 3.37 1.53 92.6 2057 661759 54.25 5 2 Sinker 0 0 0 0 0 0 0 211 -0.010 -0.205 17 correct ball
SI 4/16/2022 92.8 -1.77 5.99 Blackburn, Paul 665489 621112 ball 13 R R R TOR OAK B 0 0 2022 -1.09 1.01 -0.89 1.36 1 1 Bot 3.75 1.63 92.6 1949 661759 54.28 6 1 Sinker 0 0 0 0 0 0 0 208 0.000 0.007 18 correct ball
SI 4/16/2022 89.0 -1.74 6.09 Blackburn, Paul 665489 621112 hit_into_play 13 R R R TOR OAK X 1 0 2022 -0.95 0.63 -0.44 1.06 1 1 Bot 3.47 1.59 89.1 2003 661759 54.13 6 2 Sinker 0 0 0 0 0 1 1 225 0.054 0.530 19 correct ball
SI 4/16/2022 92.5 -1.61 6.08 Blackburn, Paul 666971 621112 ball 1 R R R TOR OAK B 0 0 2022 -1.17 1.05 -0.79 3.56 1 1 Bot 3.48 1.65 92.5 1958 661759 54.30 7 1 Sinker 1 0 1 0 0 1 1 213 0.000 0.042 20 incorrect called_strike
SI 4/16/2022 92.9 -1.72 6.01 Blackburn, Paul 666971 621112 called_strike 4 R R R TOR OAK S 1 0 2022 -1.29 0.70 -0.34 2.61 1 1 Bot 3.37 1.60 92.8 1971 661759 54.29 7 2 Sinker 1 0 1 0 0 1 1 211 -0.034 -0.058 21 correct ball
SI 4/16/2022 92.7 -1.67 6.01 Blackburn, Paul 666971 621112 hit_into_play 6 R R R TOR OAK X 1 1 2022 -1.27 0.64 0.55 2.86 2 1 Bot 3.55 1.63 92.7 1979 661759 54.19 7 3 Sinker 1 0 1 0 0 1 1 219 -0.009 -0.093 22 correct hit_into_play
CU 4/16/2022 68.5 2.00 6.36 Ryu, Hyun Jin 669221 547943 ball 12 R R L TOR OAK B 0 0 2022 -1.24 -1.01 0.20 3.67 0 2 Top 3.40 1.54 67.7 2379 661759 54.34 8 1 Curveball 1 0 0 1 0 1 0 321 0.000 0.033 23 correct ball
CH 4/16/2022 78.3 2.16 6.02 Ryu, Hyun Jin 669221 547943 hit_into_play 6 R R L TOR OAK X 1 0 2022 1.25 0.84 0.46 2.44 0 2 Top 3.49 1.60 78.4 1508 661759 53.95 8 2 Changeup 1 0 0 1 0 1 0 120 -0.066 0.600 24 correct ball
CU 4/16/2022 69.9 2.17 6.32 Ryu, Hyun Jin 641914 547943 hit_into_play 1 R R L TOR OAK X 0 0 2022 -1.10 -1.11 -0.53 2.87 0 2 Top 3.37 1.53 69.2 2472 661759 54.25 9 1 Curveball 1 0 0 1 1 1 1 320 -0.106 0.654 25 correct ball
CH 4/16/2022 79.1 2.38 5.95 Ryu, Hyun Jin 675656 547943 foul_bunt 3 R R L TOR OAK S 0 0 2022 1.17 1.11 0.30 2.82 0 2 Top 3.37 1.53 79.4 1727 661759 53.97 10 1 Changeup 1 1 1 1 1 1 1 124 0.000 -0.056 26 correct ball
CH 4/16/2022 79.6 2.35 5.95 Ryu, Hyun Jin 675656 547943 blocked_ball 14 R R L TOR OAK B 0 1 2022 1.34 0.62 0.09 0.48 0 2 Top 3.43 1.57 79.9 1404 661759 53.81 10 2 Changeup 1 1 1 1 1 1 1 124 0.000 0.047 27 correct ball
FC 4/16/2022 84.6 2.03 6.14 Ryu, Hyun Jin 675656 547943 foul 13 R R L TOR OAK S 1 1 2022 0.21 1.05 -1.18 2.21 0 2 Top 3.37 1.53 85.2 1928 661759 53.98 10 3 Cutter 1 1 1 1 1 1 1 151 0.000 -0.090 28 correct hit_into_play
FF 4/16/2022 88.3 2.15 6.04 Ryu, Hyun Jin 675656 547943 hit_into_play 2 R R L TOR OAK X 1 2 2022 1.05 1.12 -0.05 3.10 0 2 Top 3.37 1.53 88.3 2056 661759 53.84 10 4 4-Seam Fastball 1 1 1 1 2 1 2 134 -0.101 1.081 29 correct hit_into_play
FF 4/16/2022 88.0 2.13 6.07 Ryu, Hyun Jin 542194 547943 ball 12 R R L TOR OAK B 0 0 2022 0.90 1.50 0.97 2.83 0 2 Top 3.70 1.79 88.3 2015 661759 53.94 11 1 4-Seam Fastball 1 2 2 1 2 1 2 135 0.000 0.055 30 correct ball
FC 4/16/2022 84.5 2.11 6.13 Ryu, Hyun Jin 542194 547943 swinging_strike 13 R R L TOR OAK S 1 0 2022 -0.30 0.85 -1.19 1.95 0 2 Top 3.49 1.60 84.8 2052 661759 53.96 11 2 Cutter 1 2 2 1 2 1 2 158 0.000 -0.063 31 correct ball
FC 4/16/2022 85.5 2.11 6.14 Ryu, Hyun Jin 542194 547943 hit_into_play 1 R R L TOR OAK X 1 1 2022 -0.07 1.05 -0.67 3.10 0 2 Top 3.49 1.60 85.8 1986 661759 53.95 11 3 Cutter 1 2 2 1 3 1 3 147 -0.088 0.991 32 correct hit_into_play
FF 4/16/2022 87.5 2.07 6.03 Ryu, Hyun Jin 665506 547943 foul 6 R R L TOR OAK S 0 0 2022 0.95 1.28 0.52 2.55 0 2 Top 3.47 1.59 87.6 1928 661759 53.97 12 1 4-Seam Fastball 1 3 3 1 3 1 3 138 0.000 -0.056 33 correct ball
FF 4/16/2022 87.5 2.04 5.99 Ryu, Hyun Jin 665506 547943 ball 14 R R L TOR OAK B 0 1 2022 1.27 1.12 1.16 1.97 0 2 Top 3.47 1.49 87.9 1932 661759 53.90 12 2 4-Seam Fastball 1 3 3 1 3 1 3 137 0.000 0.047 34 correct ball
FC 4/16/2022 85.6 2.07 6.07 Ryu, Hyun Jin 665506 547943 hit_into_play 2 R R L TOR OAK X 1 1 2022 0.46 1.11 -0.07 3.16 0 2 Top 3.47 1.59 85.8 1959 661759 54.06 12 3 Cutter 1 3 3 1 3 1 3 150 0.032 -0.341 35 correct hit_into_play
FF 4/16/2022 87.9 1.95 6.07 Ryu, Hyun Jin 623515 547943 called_strike 2 R R L TOR OAK S 0 0 2022 1.12 1.01 -0.12 3.33 1 2 Top 3.51 1.57 87.9 1963 661759 54.04 13 1 4-Seam Fastball 1 3 3 1 3 1 3 136 0.000 -0.043 36 correct ball
CU 4/16/2022 71.9 1.89 6.18 Ryu, Hyun Jin 623515 547943 blocked_ball 13 R R L TOR OAK B 0 1 2022 -0.99 -1.28 -1.67 0.31 1 2 Top 3.47 1.60 71.5 2613 661759 54.00 13 2 Curveball 1 3 3 1 3 1 3 328 0.000 0.029 37 correct ball
CU 4/16/2022 71.6 1.79 6.25 Ryu, Hyun Jin 623515 547943 hit_into_play 6 R R L TOR OAK X 1 1 2022 -1.04 -1.31 0.56 2.25 1 2 Top 3.47 1.59 71.1 2662 661759 54.02 13 3 Curveball 1 3 3 1 3 1 3 326 0.026 -0.305 38 correct hit_into_play
FC 4/16/2022 85.3 2.02 6.03 Ryu, Hyun Jin 640461 547943 ball 13 R R L TOR OAK B 0 0 2022 -0.15 0.74 -1.18 2.05 2 2 Top 3.47 1.60 85.9 2004 661759 53.86 14 1 Cutter 1 3 3 1 3 1 3 155 0.000 0.037 39 correct ball
FC 4/16/2022 85.0 1.98 6.02 Ryu, Hyun Jin 640461 547943 foul 1 R R L TOR OAK S 1 0 2022 0.12 0.96 -0.60 3.09 2 2 Top 3.47 1.59 85.9 1934 661759 53.77 14 2 Cutter 1 3 3 1 3 1 3 157 0.000 -0.053 40 correct ball
FC 4/16/2022 85.6 2.06 6.02 Ryu, Hyun Jin 640461 547943 hit_into_play 2 R R L TOR OAK X 1 1 2022 0.56 1.10 -0.15 3.36 2 2 Top 3.47 1.59 86.4 1863 661759 53.97 14 3 Cutter 1 3 3 1 3 1 3 146 0.026 -0.298 41 correct hit_into_play
SI 4/16/2022 92.0 -1.70 6.06 Blackburn, Paul 656305 621112 called_strike 13 R R R TOR OAK S 0 0 2022 -1.17 0.92 -1.03 1.85 0 2 Bot 3.45 1.63 91.8 1979 661759 54.31 15 1 Sinker 1 3 1 3 3 1 1 215 0.000 -0.034 42 incorrect called_strike
SL 4/16/2022 80.8 -1.71 6.12 Blackburn, Paul 656305 621112 ball 14 R R R TOR OAK B 0 1 2022 0.91 -0.67 1.39 1.06 0 2 Bot 3.37 1.57 80.3 2550 661759 54.35 15 2 Slider 1 3 1 3 3 1 1 26 0.000 0.025 43 correct ball
SI 4/16/2022 92.7 -1.63 5.97 Blackburn, Paul 656305 621112 ball 13 R R R TOR OAK B 1 1 2022 -0.83 0.94 -0.50 1.35 0 2 Bot 3.48 1.54 92.9 1851 661759 54.16 15 3 Sinker 1 3 1 3 3 1 1 208 0.000 0.049 44 correct ball
CH 4/16/2022 87.7 -1.65 6.19 Blackburn, Paul 656305 621112 ball 14 R R R TOR OAK B 2 1 2022 -1.18 0.93 0.00 0.72 0 2 Bot 3.45 1.63 87.8 1909 661759 54.06 15 4 Changeup 1 3 1 3 3 1 1 220 0.000 0.114 45 correct hit_into_play
SI 4/16/2022 93.3 -1.56 6.01 Blackburn, Paul 656305 621112 called_strike 9 R R R TOR OAK S 3 1 2022 -1.10 0.83 0.78 1.60 0 2 Bot 3.53 1.68 93.5 1963 661759 54.17 15 5 Sinker 1 3 1 3 3 1 1 205 0.000 -0.076 46 correct hit_into_play
SI 4/16/2022 92.6 -1.47 6.01 Blackburn, Paul 656305 621112 foul 3 R R R TOR OAK S 3 2 2022 -1.04 1.02 0.58 3.34 0 2 Bot 3.37 1.53 92.8 2062 661759 54.12 15 6 Sinker 1 3 1 3 3 1 1 202 0.000 0.000 47 correct hit_into_play
SI 4/16/2022 93.6 -1.61 5.96 Blackburn, Paul 656305 621112 swinging_strike 9 R R R TOR OAK S 3 2 2022 -1.22 0.71 0.28 1.84 0 2 Bot 3.37 1.53 93.8 2069 661759 54.07 15 7 Sinker 1 3 1 3 3 1 1 206 -0.024 -0.299 48 correct hit_into_play
SI 4/16/2022 93.3 -1.70 5.93 Blackburn, Paul 641470 621112 ball 13 R L R TOR OAK B 0 0 2022 -1.19 0.79 -1.36 1.60 1 2 Bot 3.67 1.65 93.3 1950 661759 54.17 16 1 Sinker 1 3 1 3 3 1 1 212 0.000 0.023 49 correct ball
CH 4/16/2022 88.5 -1.73 6.05 Blackburn, Paul 641470 621112 ball 14 R L R TOR OAK B 1 0 2022 -1.26 0.56 0.59 0.43 1 2 Bot 3.70 1.63 88.7 2030 661759 54.04 16 2 Changeup 1 3 1 3 3 1 1 224 0.000 0.044 50 correct ball
CH 4/16/2022 87.1 -1.68 6.19 Blackburn, Paul 641470 621112 called_strike 11 R L R TOR OAK S 2 0 2022 -1.26 0.64 -0.83 3.32 1 2 Bot 3.62 1.54 87.3 1824 661759 54.24 16 3 Changeup 1 3 1 3 3 1 1 218 0.000 -0.042 51 incorrect called_strike
SI 4/16/2022 92.3 -1.75 6.04 Blackburn, Paul 641470 621112 swinging_strike 11 R L R TOR OAK S 2 1 2022 -1.14 0.93 -1.25 3.40 1 2 Bot 3.49 1.60 92.5 1980 661759 54.18 16 4 Sinker 1 3 1 3 3 1 1 209 0.000 -0.046 52 correct hit_into_play
FF 4/16/2022 93.9 -1.80 5.90 Blackburn, Paul 641470 621112 hit_into_play 5 R L R TOR OAK X 2 2 2022 -0.55 1.50 -0.25 2.43 1 2 Bot 3.49 1.60 93.8 2276 661759 54.17 16 5 4-Seam Fastball 1 3 1 3 3 1 1 210 0.027 0.284 53 correct hit_into_play
SI 4/16/2022 92.9 -1.46 5.96 Blackburn, Paul 672386 621112 called_strike 14 R R R TOR OAK S 0 0 2022 -1.18 0.89 0.89 2.34 1 2 Bot 3.18 1.52 93.0 2026 661759 54.12 17 1 Sinker 1 3 1 3 3 1 1 221 0.000 -0.048 54 incorrect called_strike
FC 4/16/2022 87.7 -1.52 6.09 Blackburn, Paul 672386 621112 ball 12 R R R TOR OAK B 0 1 2022 0.30 0.39 0.37 3.76 1 2 Bot 3.26 1.49 87.4 2562 661759 54.42 17 2 Cutter 1 3 1 3 3 1 1 159 0.000 0.031 55 correct ball
CH 4/16/2022 87.3 -1.65 6.07 Blackburn, Paul 672386 621112 ball 14 R R R TOR OAK B 1 1 2022 -1.21 0.52 0.92 0.84 1 2 Bot 3.26 1.46 87.3 1948 661759 54.12 17 3 Changeup 1 3 1 3 3 1 1 218 0.000 0.073 56 correct ball
SI 4/16/2022 92.3 -1.51 5.97 Blackburn, Paul 672386 621112 hit_into_play 2 R R R TOR OAK X 2 1 2022 -1.11 0.77 0.06 3.05 1 2 Bot 3.26 1.48 92.2 1995 661759 54.20 17 4 Sinker 1 3 1 3 3 1 1 205 -0.030 -0.357 57 correct hit_into_play
FC 4/16/2022 86.1 -1.45 6.11 Blackburn, Paul 669289 621112 called_strike 12 R R R TOR OAK S 0 0 2022 0.42 0.17 1.23 2.57 2 2 Bot 3.49 1.61 86.1 2638 661759 54.24 18 1 Cutter 1 3 1 3 3 1 1 124 0.000 -0.035 58 incorrect called_strike
SI 4/16/2022 92.3 -1.55 6.09 Blackburn, Paul 669289 621112 ball 11 R R R TOR OAK B 0 1 2022 -1.02 0.96 -1.09 2.81 2 2 Bot 3.59 1.60 92.5 2002 661759 54.18 18 2 Sinker 1 3 1 3 3 1 1 206 0.000 0.026 59 correct ball
FF 4/16/2022 92.7 -1.44 6.00 Blackburn, Paul 669289 621112 called_strike 3 R R R TOR OAK S 1 1 2022 -0.47 1.32 0.68 3.06 2 2 Bot 3.48 1.57 92.5 2157 661759 54.14 18 3 4-Seam Fastball 1 3 1 3 3 1 1 211 0.000 -0.051 60 correct ball
SI 4/16/2022 93.4 -1.50 6.03 Blackburn, Paul 669289 621112 hit_into_play 7 R R R TOR OAK X 1 2 2022 -1.06 0.85 -0.31 1.96 2 2 Bot 3.30 1.50 93.5 1989 661759 54.16 18 4 Sinker 1 3 1 3 3 1 1 207 -0.025 -0.158 61 correct ball
FF 4/16/2022 87.6 2.25 6.02 Ryu, Hyun Jin 462101 547943 ball 12 R R L TOR OAK B 0 0 2022 1.03 1.38 1.34 2.39 0 3 Top 3.32 1.41 87.7 1903 661759 53.99 19 1 4-Seam Fastball 1 3 3 1 3 1 3 134 0.000 0.033 62 correct ball
CU 4/16/2022 70.2 1.97 6.26 Ryu, Hyun Jin 462101 547943 ball 12 R R L TOR OAK B 1 0 2022 -1.22 -1.18 0.71 3.66 0 3 Top 3.10 1.35 69.7 2489 661759 54.16 19 2 Curveball 1 3 3 1 3 1 3 319 0.000 0.063 63 correct ball
FF 4/16/2022 88.3 2.14 5.91 Ryu, Hyun Jin 462101 547943 foul 8 R R L TOR OAK S 2 0 2022 1.03 1.40 -0.04 1.88 0 3 Top 3.37 1.53 88.7 1986 661759 53.78 19 3 4-Seam Fastball 1 3 3 1 3 1 3 130 0.000 -0.056 64 correct ball
FC 4/16/2022 86.0 2.08 6.06 Ryu, Hyun Jin 462101 547943 ball 11 R R L TOR OAK B 2 1 2022 0.11 0.76 -1.42 2.85 0 3 Top 3.29 1.41 86.4 1973 661759 53.95 19 4 Cutter 1 3 3 1 3 1 3 150 0.000 0.114 65 correct hit_into_play
FF 4/16/2022 89.6 2.10 5.94 Ryu, Hyun Jin 462101 547943 hit_into_play 2 R R L TOR OAK X 3 1 2022 0.98 1.28 0.00 2.85 0 3 Top 3.37 1.53 89.8 1972 661759 54.06 19 5 4-Seam Fastball 1 3 3 1 3 1 3 134 0.017 -0.375 66 correct hit_into_play
CH 4/16/2022 79.9 2.22 5.86 Ryu, Hyun Jin 476704 547943 swinging_strike 6 R R L TOR OAK S 0 0 2022 1.13 1.21 0.54 2.54 1 3 Top 3.37 1.53 80.2 1635 661759 53.88 20 1 Changeup 1 3 3 1 3 1 3 124 0.000 -0.024 67 correct ball
FF 4/16/2022 89.1 2.04 5.92 Ryu, Hyun Jin 476704 547943 ball 12 R R L TOR OAK B 0 1 2022 1.00 1.11 1.39 2.54 1 3 Top 3.45 1.54 89.8 1926 661759 53.92 20 2 4-Seam Fastball 1 3 3 1 3 1 3 137 0.000 0.016 68 correct ball
CH 4/16/2022 79.4 2.15 5.84 Ryu, Hyun Jin 476704 547943 hit_into_play 7 R R L TOR OAK X 1 1 2022 1.02 1.26 -0.32 1.88 1 3 Top 3.37 1.53 79.8 1723 661759 53.88 20 3 Changeup 1 3 3 1 3 1 3 123 -0.018 0.270 69 correct hit_into_play
CU 4/16/2022 71.8 1.86 6.18 Ryu, Hyun Jin 669221 547943 ball 13 R R L TOR OAK B 0 0 2022 -1.07 -1.10 -0.77 1.37 1 3 Top 3.45 1.60 71.3 2538 661759 54.10 21 1 Curveball 1 3 3 1 3 1 3 324 0.000 0.042 70 correct ball
FC 4/16/2022 84.8 1.97 6.14 Ryu, Hyun Jin 669221 547943 ball 13 R R L TOR OAK B 1 0 2022 0.04 0.64 -1.32 2.01 1 3 Top 3.49 1.60 85.3 1963 661759 53.87 21 2 Cutter 1 3 3 1 3 1 3 157 0.000 0.080 71 correct ball
FF 4/16/2022 88.2 2.09 5.87 Ryu, Hyun Jin 669221 547943 hit_into_play 5 R R L TOR OAK X 2 0 2022 1.10 1.29 0.23 2.65 1 3 Top 3.49 1.60 88.6 2015 661759 53.78 21 3 4-Seam Fastball 1 3 3 1 5 1 5 128 -0.137 1.597 72 correct ball
CU 4/16/2022 71.5 1.91 6.13 Ryu, Hyun Jin 641914 547943 hit_into_play 8 R R L TOR OAK X 0 0 2022 -1.19 -1.21 -0.22 2.01 1 3 Top 3.37 1.53 70.8 2631 661759 54.12 22 1 Curveball 1 5 5 1 5 1 5 322 0.006 -0.156 73 correct ball
CH 4/16/2022 78.8 2.23 5.87 Ryu, Hyun Jin 675656 547943 hit_into_play 14 R R L TOR OAK X 0 0 2022 1.33 1.03 0.83 2.34 2 3 Top 3.37 1.53 78.9 1564 661759 53.90 23 1 Changeup 1 5 5 1 5 1 5 122 0.005 -0.099 74 correct ball
CU 4/16/2022 78.3 -1.81 6.17 Blackburn, Paul 605548 621112 called_strike 11 R L R TOR OAK S 0 0 2022 0.93 -1.36 -0.59 3.58 0 3 Bot 3.45 1.71 77.2 2661 661759 54.55 24 1 Curveball 1 5 1 5 5 1 1 26 0.000 -0.034 75 incorrect called_strike
FC 4/16/2022 87.2 -1.64 6.09 Blackburn, Paul 605548 621112 ball 12 R L R TOR OAK B 0 1 2022 0.55 0.55 1.03 3.87 0 3 Bot 3.67 1.74 87.5 2543 661759 54.37 24 2 Cutter 1 5 1 5 5 1 1 153 0.000 0.025 76 correct ball
CH 4/16/2022 88.0 -1.60 6.05 Blackburn, Paul 605548 621112 ball 14 R L R TOR OAK B 1 1 2022 -1.08 0.71 0.26 1.19 0 3 Bot 3.70 1.79 88.1 1962 661759 54.19 24 3 Changeup 1 5 1 5 5 1 1 219 0.000 0.049 77 correct ball
CH 4/16/2022 86.4 -1.72 6.11 Blackburn, Paul 605548 621112 swinging_strike 13 R L R TOR OAK S 2 1 2022 -1.08 0.36 -1.21 2.31 0 3 Bot 3.55 1.63 86.4 1763 661759 54.31 24 4 Changeup 1 5 1 5 5 1 1 218 0.000 -0.066 78 correct hit_into_play
CU 4/16/2022 79.9 -1.73 5.96 Blackburn, Paul 605548 621112 hit_into_play 7 R L R TOR OAK X 2 2 2022 0.85 -1.47 -0.39 2.18 0 3 Bot 3.55 1.63 79.0 2648 661759 54.35 24 5 Curveball 1 5 1 5 5 1 1 33 -0.019 -0.195 79 correct hit_into_play
SI 4/16/2022 91.5 -1.73 5.93 Blackburn, Paul 606132 621112 ball 13 R L R TOR OAK B 0 0 2022 -1.10 0.86 -1.06 2.53 1 3 Bot 3.53 1.63 91.6 2026 661759 54.20 25 1 Sinker 1 5 1 5 5 1 1 215 0.000 0.023 80 correct ball
CH 4/16/2022 86.9 -1.66 6.13 Blackburn, Paul 606132 621112 hit_into_play 5 R L R TOR OAK X 1 0 2022 -1.15 0.37 -0.05 2.20 1 3 Bot 3.49 1.60 87.1 1966 661759 54.22 25 2 Changeup 1 5 1 5 5 1 1 213 -0.012 -0.178 81 correct ball
SL 4/16/2022 79.8 -1.59 6.05 Blackburn, Paul 666182 621112 foul 9 R R R TOR OAK S 0 0 2022 1.45 -0.86 0.46 1.86 2 3 Bot 3.37 1.53 79.3 2675 661759 54.30 26 1 Slider 1 5 1 5 5 1 1 36 0.000 -0.017 82 correct ball
SL 4/16/2022 80.6 -1.72 5.88 Blackburn, Paul 666182 621112 ball 14 R R R TOR OAK B 0 1 2022 1.46 -0.88 1.34 1.78 2 3 Bot 3.73 1.71 80.1 2702 661759 54.24 26 2 Slider 1 5 1 5 5 1 1 40 0.000 0.011 83 correct ball
SI 4/16/2022 92.7 -1.42 5.93 Blackburn, Paul 666182 621112 called_strike 12 R R R TOR OAK S 1 1 2022 -0.95 0.83 1.04 2.87 2 3 Bot 3.66 1.72 93.0 2064 661759 54.12 26 3 Sinker 1 5 1 5 5 1 1 203 0.000 -0.023 84 incorrect called_strike
SI 4/16/2022 92.5 -1.55 5.94 Blackburn, Paul 666182 621112 hit_into_play 11 R R R TOR OAK X 1 2 2022 -0.93 0.86 -1.04 2.89 2 3 Bot 3.37 1.53 92.8 1995 661759 54.12 26 4 Sinker 1 5 1 5 5 1 1 207 -0.007 -0.070 85 correct ball
FF 4/16/2022 88.1 2.01 5.92 Ryu, Hyun Jin 542194 547943 called_strike 8 R R L TOR OAK S 0 0 2022 0.84 1.37 -0.08 1.71 0 4 Top 3.62 1.71 88.4 1913 661759 53.83 27 1 4-Seam Fastball 1 5 5 1 5 1 5 135 0.000 -0.034 86 correct ball
FC 4/16/2022 84.1 2.10 6.01 Ryu, Hyun Jin 542194 547943 ball 14 R R L TOR OAK B 0 1 2022 -0.03 0.72 1.52 2.71 0 4 Top 3.73 1.74 84.8 1917 661759 53.97 27 2 Cutter 1 5 5 1 5 1 5 156 0.000 0.025 87 correct ball
FC 4/16/2022 86.6 2.06 6.05 Ryu, Hyun Jin 542194 547943 ball 12 R R L TOR OAK B 1 1 2022 0.24 1.11 0.19 4.65 0 4 Top 3.78 1.79 87.1 1984 661759 53.96 27 3 Cutter 1 5 5 1 5 1 5 149 0.000 0.049 88 correct hit_into_play
CH 4/16/2022 80.1 2.29 5.89 Ryu, Hyun Jin 542194 547943 hit_into_play 6 R R L TOR OAK X 2 1 2022 1.20 0.48 0.74 2.37 0 4 Top 3.49 1.60 80.2 1546 661759 53.88 27 4 Changeup 1 5 5 1 5 1 5 119 0.008 -0.261 89 correct hit_into_play
CU 4/16/2022 71.6 1.91 6.13 Ryu, Hyun Jin 665506 547943 ball 13 R R L TOR OAK B 0 0 2022 -1.09 -1.13 -0.60 0.49 1 4 Top 3.47 1.63 71.3 2647 661759 54.08 28 1 Curveball 1 5 5 1 5 1 5 326 0.000 0.023 90 correct ball
CH 4/16/2022 80.0 2.24 5.92 Ryu, Hyun Jin 665506 547943 swinging_strike 6 R R L TOR OAK S 1 0 2022 1.09 1.22 0.31 2.35 1 4 Top 3.47 1.59 80.5 1648 661759 53.69 28 2 Changeup 1 5 5 1 5 1 5 123 0.000 -0.031 91 correct ball
CH 4/16/2022 79.0 2.17 5.88 Ryu, Hyun Jin 665506 547943 hit_into_play 14 R R L TOR OAK X 1 1 2022 1.02 1.20 1.24 2.38 1 4 Top 3.47 1.59 79.1 1617 661759 53.99 28 3 Changeup 1 5 5 1 5 1 5 117 0.006 -0.148 92 correct hit_into_play
FF 4/16/2022 90.0 2.09 5.83 Ryu, Hyun Jin 623515 547943 ball 14 R R L TOR OAK B 0 0 2022 1.15 1.24 0.00 0.92 2 4 Top 3.47 1.57 90.1 2030 661759 53.85 29 1 4-Seam Fastball 1 5 5 1 5 1 5 133 0.000 0.015 93 correct ball
FF 4/16/2022 89.7 2.19 5.90 Ryu, Hyun Jin 623515 547943 hit_into_play 6 R R L TOR OAK X 1 0 2022 1.23 1.22 0.65 2.21 2 4 Top 3.47 1.59 90.1 1986 661759 53.76 29 2 4-Seam Fastball 1 5 5 1 5 1 5 131 0.005 -0.114 94 correct ball
SI 4/16/2022 91.7 -1.50 6.03 Blackburn, Paul 665489 621112 called_strike 13 R R R TOR OAK S 0 0 2022 -1.06 1.04 -1.13 2.03 0 4 Bot 3.62 1.65 91.8 2025 661759 54.23 30 1 Sinker 1 5 1 5 5 1 1 209 0.000 -0.034 95 incorrect called_strike
SI 4/16/2022 92.2 -1.63 5.96 Blackburn, Paul 665489 621112 hit_into_play 13 R R R TOR OAK X 0 1 2022 -1.24 0.62 -1.11 2.27 0 4 Bot 3.47 1.59 92.2 2094 661759 54.20 30 2 Sinker 1 5 1 5 5 1 1 203 -0.019 -0.187 96 correct ball
SL 4/16/2022 80.1 -1.76 5.98 Blackburn, Paul 666971 621112 called_strike 6 R R R TOR OAK S 0 0 2022 1.65 -0.59 0.32 2.64 1 4 Bot 3.59 1.71 79.5 2602 661759 54.40 31 1 Slider 1 5 1 5 5 1 1 41 0.000 -0.024 97 correct ball
SI 4/16/2022 91.6 -1.55 5.99 Blackburn, Paul 666971 621112 ball 13 R R R TOR OAK B 0 1 2022 -1.45 0.73 -1.39 0.63 1 4 Bot 3.55 1.65 91.3 2066 661759 54.18 31 2 Sinker 1 5 1 5 5 1 1 208 0.000 0.016 98 correct ball
SI 4/16/2022 92.8 -1.55 5.96 Blackburn, Paul 666971 621112 ball 14 R R R TOR OAK B 1 1 2022 -0.86 0.87 0.01 0.42 1 4 Bot 3.48 1.68 92.9 2066 661759 54.16 31 3 Sinker 1 5 1 5 5 1 1 221 0.000 0.033 99 correct ball
CH 4/16/2022 87.0 -1.49 6.08 Blackburn, Paul 666971 621112 hit_into_play 5 R R R TOR OAK X 2 1 2022 -0.83 0.31 -0.19 2.54 1 4 Bot 3.55 1.63 87.3 1835 661759 54.21 31 4 Changeup 1 5 1 5 5 1 1 214 0.021 0.237 100 correct hit_into_play
CH 4/16/2022 86.8 -1.56 6.12 Blackburn, Paul 656305 621112 foul 5 R R R TOR OAK S 0 0 2022 -0.79 0.35 -0.18 2.28 1 4 Bot 3.37 1.53 87.2 1763 661759 54.18 32 1 Changeup 1 5 1 5 5 1 1 214 0.000 -0.048 101 correct ball
CU 4/16/2022 80.3 -1.46 6.08 Blackburn, Paul 656305 621112 blocked_ball 14 R R R TOR OAK B 0 1 2022 0.78 -1.60 0.80 0.65 1 4 Bot 3.37 1.57 79.7 2821 661759 54.23 32 2 Curveball 1 5 1 5 5 1 1 25 0.000 0.031 102 correct ball
SI 4/16/2022 92.0 -1.42 6.02 Blackburn, Paul 656305 621112 hit_into_play 4 R R R TOR OAK X 1 1 2022 -0.98 0.83 -0.75 2.78 1 4 Bot 3.37 1.53 92.2 1887 661759 54.22 32 3 Sinker 1 5 1 5 5 1 1 206 0.034 0.499 103 correct ball
CH 4/16/2022 87.3 -1.54 6.12 Blackburn, Paul 641470 621112 called_strike 5 R L R TOR OAK S 0 0 2022 -0.97 0.95 -0.07 3.00 1 4 Bot 3.64 1.68 87.1 1898 661759 54.25 33 1 Changeup 1 5 1 5 5 1 1 215 0.000 -0.081 104 correct ball
CH 4/16/2022 86.6 -1.67 6.06 Blackburn, Paul 641470 621112 ball 14 R L R TOR OAK B 0 1 2022 -0.93 0.81 0.38 1.02 1 4 Bot 3.67 1.60 86.7 1809 661759 54.06 33 2 Changeup 1 5 1 5 5 1 1 220 0.000 0.055 105 correct ball
SI 4/16/2022 91.3 -1.50 6.13 Blackburn, Paul 641470 621112 ball 11 R L R TOR OAK B 1 1 2022 -0.86 1.05 -1.18 4.37 1 4 Bot 3.70 1.68 91.3 1976 661759 54.18 33 3 Sinker 1 5 1 5 5 1 1 211 0.000 0.072 106 correct ball
CH 4/16/2022 86.3 -1.57 6.12 Blackburn, Paul 641470 621112 swinging_strike 13 R L R TOR OAK S 2 1 2022 -1.03 0.79 -1.20 2.42 1 4 Bot 3.49 1.60 86.3 1778 661759 54.22 33 4 Changeup 1 5 1 5 5 1 1 208 0.000 -0.130 107 correct hit_into_play
CH 4/16/2022 87.7 -1.50 6.11 Blackburn, Paul 641470 621112 foul 9 R L R TOR OAK S 2 2 2022 -0.82 0.89 0.33 1.64 1 4 Bot 3.49 1.60 87.8 1975 661759 54.06 33 5 Changeup 1 5 1 5 5 1 1 213 0.000 0.000 108 correct hit_into_play
CH 4/16/2022 87.7 -1.58 6.09 Blackburn, Paul 641470 621112 hit_into_play 7 R L R TOR OAK X 2 2 2022 -0.89 0.50 -0.77 2.00 1 4 Bot 3.49 1.60 87.9 1900 661759 54.21 33 6 Changeup 1 5 1 5 5 2 2 210 0.080 0.994 109 correct hit_into_play
SL 4/16/2022 79.6 -1.64 5.96 Blackburn, Paul 672386 621112 called_strike 3 R R R TOR OAK S 0 0 2022 1.04 -0.88 0.29 2.87 1 4 Bot 3.23 1.46 79.2 2639 661759 54.28 34 1 Slider 2 5 2 5 5 2 2 45 0.000 -0.081 110 correct ball
SL 4/16/2022 79.3 -1.63 5.97 Blackburn, Paul 672386 621112 hit_into_play 6 R R R TOR OAK X 0 1 2022 1.02 -0.88 0.77 2.30 1 4 Bot 3.26 1.48 78.7 2696 661759 54.35 34 2 Slider 2 5 2 5 5 2 2 38 -0.095 -0.534 111 correct ball
FF 4/16/2022 91.1 -0.86 5.83 Thornton, Trent 640461 663423 called_strike 12 R R R TOR OAK S 0 0 2022 -0.20 1.39 0.13 3.52 0 5 Top 3.24 1.49 90.7 2262 661759 54.41 35 1 4-Seam Fastball 2 5 5 2 5 2 5 201 0.000 -0.034 112 incorrect called_strike
SL 4/16/2022 81.3 -1.49 5.45 Thornton, Trent 640461 663423 hit_into_play 9 R R R TOR OAK X 0 1 2022 1.19 -0.30 0.79 2.11 0 5 Top 3.47 1.59 81.1 2847 661759 54.39 35 2 Slider 2 5 5 2 5 2 5 59 -0.018 0.429 113 correct ball
SI 4/16/2022 91.4 -0.80 5.87 Thornton, Trent 462101 663423 ball 11 R R R TOR OAK B 0 0 2022 -0.99 1.07 -1.58 3.71 0 5 Top 3.18 1.43 91.1 2142 661759 54.43 36 1 Sinker 2 5 5 2 5 2 5 199 0.000 0.059 114 correct ball
FF 4/16/2022 93.5 -0.77 5.82 Thornton, Trent 462101 663423 called_strike 6 R R R TOR OAK S 1 0 2022 -0.18 1.38 0.65 2.52 0 5 Top 3.18 1.35 93.1 2305 661759 54.41 36 2 4-Seam Fastball 2 5 5 2 5 2 5 204 0.000 -0.074 115 correct ball
SI 4/16/2022 89.9 -0.72 5.71 Thornton, Trent 462101 663423 hit_into_play 7 R R R TOR OAK X 1 1 2022 -0.86 0.88 -0.76 2.00 0 5 Top 3.37 1.53 89.8 2056 661759 54.36 36 3 Sinker 2 5 5 2 5 2 5 200 0.038 -0.494 116 correct ball
FF 4/16/2022 93.4 -0.82 5.75 Thornton, Trent 476704 663423 ball 13 R L R TOR OAK B 0 0 2022 -0.39 1.25 -0.20 0.47 2 5 Top 3.53 1.65 92.8 2226 661759 54.31 37 1 4-Seam Fastball 2 5 5 2 5 2 5 202 0.000 0.015 117 correct ball
CU 4/16/2022 78.6 -0.76 5.96 Thornton, Trent 476704 663423 ball 14 R L R TOR OAK B 1 0 2022 0.67 -1.37 0.82 0.90 2 5 Top 3.45 1.57 77.8 3001 661759 54.62 37 2 Curveball 2 5 5 2 5 2 5 25 0.000 0.023 118 correct ball
FF 4/16/2022 92.2 -0.61 5.77 Thornton, Trent 476704 663423 called_strike 4 R L R TOR OAK S 2 0 2022 -0.33 1.67 -0.40 2.30 2 5 Top 3.48 1.65 91.8 2416 661759 54.35 37 3 4-Seam Fastball 2 5 5 2 5 2 5 205 0.000 -0.023 119 correct ball
SL 4/16/2022 80.8 -1.37 5.43 Thornton, Trent 476704 663423 hit_into_play 12 R L R TOR OAK X 2 1 2022 1.33 -0.26 1.26 2.63 2 5 Top 3.37 1.53 80.3 2929 661759 54.49 37 4 Slider 2 5 5 2 5 2 5 64 0.005 -0.114 120 correct hit_into_play
CH 4/16/2022 86.6 -1.65 6.08 Blackburn, Paul 669289 621112 ball 14 R R R TOR OAK B 0 0 2022 -1.05 0.54 0.08 0.92 0 5 Bot 3.51 1.54 86.9 1884 661759 54.12 38 1 Changeup 2 5 2 5 5 2 2 218 0.000 0.033 121 correct ball
FC 4/16/2022 85.4 -1.52 6.09 Blackburn, Paul 669289 621112 called_strike 9 R R R TOR OAK S 1 0 2022 0.63 0.13 0.73 1.78 0 5 Bot 3.53 1.60 85.7 2595 661759 54.24 38 2 Cutter 2 5 2 5 5 2 2 129 0.000 -0.043 122 correct ball
SI 4/16/2022 90.3 -1.49 6.01 Blackburn, Paul 669289 621112 foul 4 R R R TOR OAK S 1 1 2022 -0.90 0.81 -0.63 2.66 0 5 Bot 3.30 1.50 90.4 2125 661759 54.30 38 3 Sinker 2 5 2 5 5 2 2 209 0.000 -0.054 123 correct ball
SI 4/16/2022 93.1 -1.43 5.94 Blackburn, Paul 669289 621112 ball 14 R R R TOR OAK B 1 2 2022 -1.01 0.80 2.30 2.24 0 5 Bot 3.48 1.54 93.2 2233 661759 54.13 38 4 Sinker 2 5 2 5 5 2 2 205 0.000 0.037 124 correct ball
SL 4/16/2022 79.0 -1.73 5.93 Blackburn, Paul 669289 621112 swinging_strike 6 R R R TOR OAK S 2 2 2022 1.74 -0.60 0.57 2.20 0 5 Bot 3.30 1.50 78.4 2596 661759 54.25 38 5 Slider 2 5 2 5 5 2 2 39 -0.025 -0.195 125 correct hit_into_play
CH 4/16/2022 87.0 -1.63 6.07 Blackburn, Paul 605548 621112 ball 11 R L R TOR OAK B 0 0 2022 -1.22 0.43 -1.53 2.85 1 5 Bot 3.73 1.76 86.9 1920 661759 54.25 39 1 Changeup 2 5 2 5 5 2 2 212 0.000 0.023 126 correct ball
CH 4/16/2022 85.9 -1.62 6.03 Blackburn, Paul 605548 621112 swinging_strike 8 R L R TOR OAK S 1 0 2022 -1.16 0.44 -0.04 1.64 1 5 Bot 3.55 1.63 86.2 1925 661759 54.14 39 2 Changeup 2 5 2 5 5 2 2 218 0.000 -0.031 127 correct ball
SI 4/16/2022 91.7 -1.80 5.88 Blackburn, Paul 605548 621112 swinging_strike 11 R L R TOR OAK S 1 1 2022 -1.26 0.86 -1.27 2.84 1 5 Bot 3.55 1.63 92.0 2075 661759 54.12 39 3 Sinker 2 5 2 5 5 2 2 207 0.000 -0.036 128 correct ball
FF 4/16/2022 92.0 -1.73 5.88 Blackburn, Paul 605548 621112 ball 12 R L R TOR OAK B 1 2 2022 -0.62 1.39 0.20 4.91 1 5 Bot 3.73 1.79 91.7 2268 661759 54.21 39 4 4-Seam Fastball 2 5 2 5 5 2 2 213 0.000 0.023 129 correct ball
SL 4/16/2022 80.4 -1.71 5.84 Blackburn, Paul 605548 621112 called_strike 14 R L R TOR OAK S 2 2 2022 1.52 -0.97 0.61 1.67 1 5 Bot 3.75 1.79 79.7 2764 661759 54.23 39 5 Slider 2 5 2 5 5 2 2 38 -0.016 -0.134 130 correct hit_into_play
SL 4/16/2022 79.5 -1.92 5.93 Blackburn, Paul 606132 621112 called_strike 14 R L R TOR OAK S 0 0 2022 1.58 -0.75 0.97 1.70 2 5 Bot 3.49 1.76 78.6 2581 661759 54.31 40 1 Slider 2 5 2 5 5 2 2 37 0.000 -0.017 131 incorrect called_strike
SL 4/16/2022 77.9 -1.98 5.84 Blackburn, Paul 606132 621112 ball 13 R L R TOR OAK B 0 1 2022 1.56 -1.01 -1.60 1.98 2 5 Bot 3.53 1.63 77.0 2709 661759 54.43 40 2 Slider 2 5 2 5 5 2 2 42 0.000 0.011 132 correct ball
FC 4/16/2022 85.8 -1.61 5.91 Blackburn, Paul 606132 621112 ball 12 R L R TOR OAK B 1 1 2022 0.86 0.25 1.19 3.71 2 5 Bot 3.51 1.68 85.8 2602 661759 54.28 40 3 Cutter 2 5 2 5 5 2 2 126 0.000 0.021 133 correct ball
CH 4/16/2022 87.0 -1.61 6.06 Blackburn, Paul 606132 621112 ball 14 R L R TOR OAK B 2 1 2022 -1.11 0.15 1.53 0.56 2 5 Bot 3.48 1.74 87.0 1914 661759 54.21 40 4 Changeup 2 5 2 5 5 2 2 219 0.000 0.039 134 correct hit_into_play
SI 4/16/2022 91.2 -1.66 5.91 Blackburn, Paul 606132 621112 hit_into_play 9 R L R TOR OAK X 3 1 2022 -1.00 0.50 0.41 1.88 2 5 Bot 3.49 1.60 91.2 2068 661759 54.20 40 5 Sinker 2 5 2 5 5 2 2 215 -0.010 -0.153 135 correct hit_into_play
SL 4/16/2022 79.0 -1.42 5.41 Thornton, Trent 669221 663423 called_strike 12 R R R TOR OAK S 0 0 2022 1.47 0.00 1.23 3.03 0 6 Top 3.40 1.54 78.5 2839 661759 54.69 41 1 Slider 2 5 5 2 5 2 5 70 0.000 -0.034 136 incorrect called_strike
SL 4/16/2022 79.4 -1.59 5.38 Thornton, Trent 669221 663423 hit_into_play 5 R R R TOR OAK X 0 1 2022 1.56 -0.12 0.16 2.72 0 6 Top 3.49 1.60 78.6 2892 661759 54.71 41 2 Slider 2 5 5 2 5 2 5 67 0.010 -0.187 137 correct ball
FF 4/16/2022 93.2 -0.60 5.86 Thornton, Trent 641914 663423 called_strike 3 R R R TOR OAK S 0 0 2022 -0.06 1.66 0.33 3.20 1 6 Top 3.37 1.49 93.0 2357 661759 54.47 42 1 4-Seam Fastball 2 5 5 2 5 2 5 196 0.000 -0.024 138 correct ball
FF 4/16/2022 93.3 -0.72 5.82 Thornton, Trent 641914 663423 foul 3 R R R TOR OAK S 0 1 2022 -0.06 1.57 0.45 3.12 1 6 Top 3.37 1.53 93.0 2328 661759 54.46 42 2 4-Seam Fastball 2 5 5 2 5 2 5 197 0.000 -0.031 139 correct ball
FF 4/16/2022 92.9 -0.76 5.83 Thornton, Trent 641914 663423 ball 14 R R R TOR OAK B 0 2 2022 -0.31 1.62 0.94 2.03 1 6 Top 3.45 1.57 92.8 2463 661759 54.32 42 3 4-Seam Fastball 2 5 5 2 5 2 5 198 0.000 0.011 140 correct ball
SL 4/16/2022 82.3 -1.47 5.31 Thornton, Trent 641914 663423 ball 14 R R R TOR OAK B 1 2 2022 1.48 0.35 2.36 1.56 1 6 Top 3.48 1.57 81.6 2916 661759 54.51 42 4 Slider 2 5 5 2 5 2 5 71 0.000 0.023 141 correct ball
FF 4/16/2022 93.7 -0.70 5.82 Thornton, Trent 641914 663423 foul 9 R R R TOR OAK S 2 2 2022 -0.40 1.63 0.45 1.89 1 6 Top 3.37 1.53 93.6 2440 661759 54.16 42 5 4-Seam Fastball 2 5 5 2 5 2 5 203 0.000 0.000 142 correct hit_into_play
FF 4/16/2022 93.6 -0.54 5.78 Thornton, Trent 641914 663423 swinging_strike 3 R R R TOR OAK S 2 2 2022 -0.13 1.73 0.47 3.03 1 6 Top 3.37 1.53 93.2 2404 661759 54.32 42 6 4-Seam Fastball 2 5 5 2 5 2 5 198 0.008 -0.134 143 correct hit_into_play
SL 4/16/2022 82.5 -1.34 5.39 Thornton, Trent 675656 663423 called_strike 14 R R R TOR OAK S 0 0 2022 1.01 0.34 1.13 1.98 2 6 Top 3.21 1.43 81.5 2814 661759 54.57 43 1 Slider 2 5 5 2 5 2 5 71 0.000 -0.017 144 incorrect called_strike
SL 4/16/2022 80.4 -1.49 5.24 Thornton, Trent 675656 663423 foul 14 R R R TOR OAK S 0 1 2022 1.29 -0.05 0.96 1.67 2 6 Top 3.37 1.53 79.4 2867 661759 54.54 43 2 Slider 2 5 5 2 5 2 5 62 0.000 -0.023 145 correct ball
SL 4/16/2022 82.0 -1.27 5.38 Thornton, Trent 675656 663423 ball 14 R R R TOR OAK B 0 2 2022 1.23 0.15 1.86 1.55 2 6 Top 3.37 1.54 81.6 3015 661759 54.41 43 3 Slider 2 5 5 2 5 2 5 60 0.000 0.011 146 correct ball
SL 4/16/2022 80.4 -1.38 5.28 Thornton, Trent 675656 663423 swinging_strike 9 R R R TOR OAK S 1 2 2022 1.35 0.06 0.31 1.86 2 6 Top 3.37 1.53 80.2 2987 661759 54.40 43 4 Slider 2 5 5 2 5 2 5 63 0.005 -0.070 147 correct ball
FF 4/16/2022 94.3 -1.78 5.66 Acevedo, Domingo 666182 642758 ball 12 R R R TOR OAK B 0 0 2022 -1.07 1.38 1.21 2.68 0 6 Bot 3.73 1.63 92.5 2200 661759 55.01 44 1 4-Seam Fastball 2 5 2 5 5 2 2 229 0.000 0.033 148 correct ball
FF 4/16/2022 93.3 -1.89 5.65 Acevedo, Domingo 666182 642758 called_strike 14 R R R TOR OAK S 1 0 2022 -1.06 1.29 1.02 2.62 0 6 Bot 3.66 1.69 91.6 2182 661759 54.99 44 2 4-Seam Fastball 2 5 2 5 5 2 2 231 0.000 -0.043 149 incorrect called_strike
SL 4/16/2022 88.3 -2.10 5.80 Acevedo, Domingo 666182 642758 hit_into_play 2 R R R TOR OAK X 1 1 2022 -0.87 0.84 -0.24 3.33 0 6 Bot 3.37 1.53 86.6 2232 661759 55.23 44 3 Slider 2 5 2 5 5 2 2 242 -0.026 -0.212 150 correct ball
FF 4/16/2022 93.9 -1.74 5.64 Acevedo, Domingo 665489 642758 ball 12 R R R TOR OAK B 0 0 2022 -0.75 1.36 0.91 4.43 1 6 Bot 3.70 1.65 92.0 2195 661759 55.03 45 1 4-Seam Fastball 2 5 2 5 5 2 2 231 0.000 0.023 151 correct ball
CH 4/16/2022 86.8 -1.87 5.91 Acevedo, Domingo 665489 642758 foul 13 R R R TOR OAK S 1 0 2022 -1.44 0.14 -1.07 2.52 1 6 Bot 3.47 1.59 85.6 2003 661759 54.92 45 2 Changeup 2 5 2 5 5 2 2 247 0.000 -0.031 152 correct ball
FF 4/16/2022 94.2 -1.68 5.57 Acevedo, Domingo 665489 642758 hit_into_play 2 R R R TOR OAK X 1 1 2022 -1.08 1.29 0.25 3.21 1 6 Bot 3.47 1.59 92.8 2148 661759 54.87 45 3 4-Seam Fastball 2 5 2 5 5 2 2 235 -0.017 -0.148 153 correct ball
SL 4/16/2022 88.1 -2.14 5.69 Acevedo, Domingo 666971 642758 called_strike 8 R R R TOR OAK S 0 0 2022 -0.98 0.51 -0.19 1.99 2 6 Bot 3.55 1.63 86.5 2141 661759 55.27 46 1 Slider 2 5 2 5 5 2 2 247 0.000 -0.017 154 correct ball
FF 4/16/2022 93.6 -1.86 5.59 Acevedo, Domingo 666971 642758 ball 13 R R R TOR OAK B 0 1 2022 -1.11 1.28 -1.29 2.51 2 6 Bot 3.55 1.68 92.1 2178 661759 54.94 46 2 4-Seam Fastball 2 5 2 5 5 2 2 235 0.000 0.011 155 correct ball
FF 4/16/2022 93.3 -1.68 5.49 Acevedo, Domingo 666971 642758 ball 12 R R R TOR OAK B 1 1 2022 -0.94 1.34 1.57 3.12 2 6 Bot 3.51 1.63 91.0 2249 661759 55.33 46 3 4-Seam Fastball 2 5 2 5 5 2 2 233 0.000 0.021 156 correct ball
FF 4/16/2022 93.2 -1.86 5.47 Acevedo, Domingo 666971 642758 ball 11 R R R TOR OAK B 2 1 2022 -1.19 0.92 -0.60 3.72 2 6 Bot 3.55 1.74 91.8 2126 661759 54.90 46 4 4-Seam Fastball 2 5 2 5 5 2 2 233 0.000 0.039 157 correct hit_into_play
FF 4/16/2022 92.4 -1.62 5.51 Acevedo, Domingo 666971 642758 called_strike 6 R R R TOR OAK S 3 1 2022 -1.04 1.40 0.66 2.47 2 6 Bot 3.55 1.65 90.1 2212 661759 55.29 46 5 4-Seam Fastball 2 5 2 5 5 2 2 233 0.000 -0.036 158 correct hit_into_play
FF 4/16/2022 92.6 -1.62 5.49 Acevedo, Domingo 666971 642758 hit_into_play 8 R R R TOR OAK X 3 2 2022 -1.04 1.00 0.15 2.18 2 6 Bot 3.55 1.63 90.9 2085 661759 55.03 46 6 4-Seam Fastball 2 5 2 5 5 2 2 237 0.014 0.100 159 correct hit_into_play
FF 4/16/2022 94.1 -1.89 5.48 Acevedo, Domingo 656305 642758 hit_into_play 4 R R R TOR OAK X 0 0 2022 -1.10 1.23 -0.49 2.77 2 6 Bot 3.37 1.53 92.5 2186 661759 54.90 47 1 4-Seam Fastball 2 5 2 5 5 4 4 231 0.197 1.880 160 correct ball
FF 4/16/2022 94.0 -1.73 5.62 Acevedo, Domingo 641470 642758 hit_into_play 5 R L R TOR OAK X 0 0 2022 -1.01 1.39 -0.07 2.37 2 6 Bot 3.49 1.60 92.2 2279 661759 55.02 48 1 4-Seam Fastball 4 5 4 5 5 5 5 233 0.198 1.000 161 correct ball
SL 4/16/2022 85.5 -2.09 5.91 Acevedo, Domingo 672386 642758 called_strike 5 R R R TOR OAK S 0 0 2022 -0.45 0.74 -0.24 2.54 2 6 Bot 3.26 1.49 83.9 2154 661759 55.18 49 1 Slider 5 5 5 5 5 5 5 242 0.000 -0.017 162 correct ball
SL 4/16/2022 86.2 -2.32 5.64 Acevedo, Domingo 672386 642758 hit_into_play 4 R R R TOR OAK X 0 1 2022 -0.66 0.51 -0.42 2.41 2 6 Bot 3.26 1.48 84.4 2125 661759 55.40 49 2 Slider 5 5 5 5 5 5 5 248 0.019 0.134 163 correct ball
FF 4/16/2022 92.6 -1.84 5.69 Acevedo, Domingo 669289 642758 called_strike 5 R R R TOR OAK S 0 0 2022 -1.00 1.23 0.03 2.51 2 6 Bot 3.51 1.52 90.8 2147 661759 55.03 50 1 4-Seam Fastball 5 5 5 5 5 5 5 231 0.000 -0.035 164 correct ball
CH 4/16/2022 85.9 -1.82 5.95 Acevedo, Domingo 669289 642758 ball 14 R R R TOR OAK B 0 1 2022 -1.46 0.30 0.10 0.83 2 6 Bot 3.43 1.57 84.7 1955 661759 54.82 50 2 Changeup 5 5 5 5 5 5 5 247 0.000 0.026 165 correct ball
SL 4/16/2022 86.9 -2.16 5.82 Acevedo, Domingo 669289 642758 ball 13 R R R TOR OAK B 1 1 2022 -0.71 0.80 -1.07 2.22 2 6 Bot 3.45 1.57 85.6 2049 661759 55.11 50 3 Slider 5 5 5 5 5 5 5 244 0.000 0.029 166 correct ball
FF 4/16/2022 93.0 -1.87 5.49 Acevedo, Domingo 669289 642758 hit_into_play 2 R R R TOR OAK X 2 1 2022 -1.15 1.17 0.03 3.19 2 6 Bot 3.30 1.50 91.4 2149 661759 54.82 50 4 4-Seam Fastball 5 5 5 5 5 5 5 235 0.029 0.268 167 correct hit_into_play
CU 4/16/2022 80.8 -1.65 6.22 Grimm, Justin 605548 518748 swinging_strike_blocked 14 R L R TOR OAK S 0 0 2022 0.88 -1.16 0.55 0.49 2 6 Bot 3.55 1.63 81.2 2090 661759 53.56 51 1 Curveball 5 5 5 5 5 5 5 32 0.000 -0.061 168 correct ball
CU 4/16/2022 82.5 -1.51 6.28 Grimm, Justin 605548 518748 ball 14 R L R TOR OAK B 0 1 2022 1.02 -0.82 1.72 2.39 2 6 Bot 3.67 1.68 83.0 2195 661759 53.60 51 2 Curveball 5 5 5 5 5 5 5 33 0.000 0.037 169 correct ball
CU 4/16/2022 81.0 -2.03 6.00 Grimm, Justin 605548 518748 foul 9 R L R TOR OAK S 1 1 2022 1.21 -0.39 0.80 1.96 2 6 Bot 3.55 1.63 81.3 2453 661759 53.79 51 3 Curveball 5 5 5 5 5 5 5 45 0.000 -0.102 170 correct ball
FF 4/16/2022 92.0 -1.47 6.26 Grimm, Justin 605548 518748 swinging_strike 12 R L R TOR OAK S 1 2 2022 -0.55 1.66 0.09 4.09 2 6 Bot 3.55 1.63 92.4 2098 661759 53.78 51 4 4-Seam Fastball 5 5 5 5 5 5 5 205 -0.065 -0.319 171 correct ball
KC 4/16/2022 79.6 -2.53 6.21 Phelps, David 542194 475479 called_strike 5 R R R TOR OAK S 0 0 2022 0.34 -0.77 0.14 2.90 0 7 Top 3.75 1.74 78.1 2505 661759 55.39 52 1 Knuckle Curve 5 5 5 5 5 5 5 42 0.000 -0.034 172 correct ball
FC 4/16/2022 88.6 -2.42 6.25 Phelps, David 542194 475479 swinging_strike 12 R R R TOR OAK S 0 1 2022 0.28 1.02 1.11 3.21 0 7 Top 3.49 1.60 87.0 2347 661759 55.34 52 2 Cutter 5 5 5 5 5 5 5 198 0.000 -0.046 173 correct ball
KC 4/16/2022 78.2 -2.46 6.26 Phelps, David 542194 475479 ball 14 R R R TOR OAK B 0 2 2022 0.44 -0.96 0.50 0.44 0 7 Top 3.62 1.71 76.3 2554 661759 55.44 52 3 Knuckle Curve 5 5 5 5 5 5 5 30 0.000 0.017 174 correct ball
FC 4/16/2022 89.4 -2.46 6.20 Phelps, David 542194 475479 ball 13 R R R TOR OAK B 1 2 2022 0.09 1.05 -0.33 1.41 0 7 Top 3.48 1.65 88.1 2403 661759 55.31 52 4 Cutter 5 5 5 5 5 5 5 208 0.000 0.037 175 correct ball
KC 4/16/2022 82.3 -2.43 6.20 Phelps, David 542194 475479 hit_into_play 9 R R R TOR OAK X 2 2 2022 0.37 -0.49 0.55 2.05 0 7 Top 3.49 1.60 80.7 2624 661759 55.42 52 5 Knuckle Curve 5 5 5 5 5 5 5 33 0.039 -0.195 176 correct hit_into_play
FF 4/16/2022 92.8 -2.25 6.18 Phelps, David 665506 475479 called_strike 12 R R R TOR OAK S 0 0 2022 -0.57 1.51 0.96 3.05 1 7 Top 3.45 1.63 91.0 2255 661759 55.19 53 1 4-Seam Fastball 5 5 5 5 5 5 5 216 0.000 -0.024 177 incorrect called_strike
SI 4/16/2022 93.6 -2.35 6.13 Phelps, David 665506 475479 called_strike 8 R R R TOR OAK S 0 1 2022 -1.35 1.09 -0.25 1.60 1 7 Top 3.47 1.57 91.9 2182 661759 55.12 53 2 Sinker 5 5 5 5 5 5 5 212 0.000 -0.031 178 correct ball
FC 4/16/2022 90.3 -2.51 6.15 Phelps, David 665506 475479 foul 4 R R R TOR OAK S 0 2 2022 0.04 1.04 -0.81 2.21 1 7 Top 3.47 1.59 88.9 2386 661759 55.29 53 3 Cutter 5 5 5 5 5 5 5 209 0.000 0.000 179 correct ball
FF 4/16/2022 93.0 -2.35 6.26 Phelps, David 665506 475479 foul 2 R R R TOR OAK S 0 2 2022 -0.63 1.53 0.24 3.57 1 7 Top 3.47 1.59 91.2 2381 661759 55.23 53 4 4-Seam Fastball 5 5 5 5 5 5 5 213 0.000 0.000 180 correct ball
KC 4/16/2022 80.3 -2.46 6.17 Phelps, David 665506 475479 ball 14 R R R TOR OAK B 0 2 2022 0.25 -0.73 0.16 0.98 1 7 Top 3.47 1.57 78.8 2615 661759 55.41 53 5 Knuckle Curve 5 5 5 5 5 5 5 29 0.000 0.011 181 correct ball
FF 4/16/2022 94.1 -2.22 6.20 Phelps, David 665506 475479 hit_into_play 12 R R R TOR OAK X 1 2 2022 -0.57 1.55 0.42 4.39 1 7 Top 3.47 1.59 92.4 2292 661759 55.18 53 6 4-Seam Fastball 5 5 5 5 5 5 5 218 0.028 -0.112 182 correct ball
KC 4/16/2022 81.3 -2.59 6.17 Phelps, David 664913 475479 ball 13 R L R TOR OAK B 0 0 2022 0.20 -0.66 -0.28 1.13 2 7 Top 3.56 1.65 79.6 2605 661759 55.39 54 1 Knuckle Curve 5 5 5 5 5 5 5 35 0.000 0.015 183 correct ball
KC 4/16/2022 80.1 -2.67 6.24 Phelps, David 664913 475479 ball 11 R L R TOR OAK B 1 0 2022 0.44 -0.68 -0.91 3.67 2 7 Top 3.51 1.60 78.4 2581 661759 55.48 54 2 Knuckle Curve 5 5 5 5 5 5 5 39 0.000 0.023 184 correct ball
FC 4/16/2022 89.1 -2.58 6.14 Phelps, David 664913 475479 ball 13 R L R TOR OAK B 2 0 2022 0.15 0.92 -0.10 1.09 2 7 Top 3.64 1.60 87.6 2426 661759 55.32 54 3 Cutter 5 5 5 5 5 5 5 194 0.000 0.042 185 correct ball
FF 4/16/2022 93.7 -2.44 6.16 Phelps, David 664913 475479 foul 5 R L R TOR OAK S 3 0 2022 -0.83 1.35 -0.07 2.50 2 7 Top 3.41 1.56 91.7 2270 661759 55.33 54 4 4-Seam Fastball 5 5 5 5 5 5 5 215 0.000 -0.026 186 correct ball
CH 4/16/2022 88.0 -2.42 6.19 Phelps, David 664913 475479 hit_into_play 11 R L R TOR OAK X 3 1 2022 -1.61 0.53 -0.85 2.98 2 7 Top 3.41 1.56 86.1 2103 661759 55.24 54 5 Changeup 5 5 5 5 5 5 5 234 0.019 -0.153 187 correct hit_into_play
FF 4/16/2022 92.2 -1.76 6.27 Grimm, Justin 606132 518748 called_strike 1 R L R TOR OAK S 0 0 2022 -0.55 1.41 -0.51 3.20 0 7 Bot 3.49 1.71 92.5 2176 661759 53.74 55 1 4-Seam Fastball 5 5 5 5 5 5 5 210 0.000 -0.034 188 correct ball
SL 4/16/2022 81.5 -2.48 5.96 Grimm, Justin 606132 518748 foul 8 R L R TOR OAK S 0 1 2022 1.37 -0.29 -0.08 1.61 0 7 Bot 3.49 1.60 81.6 2413 661759 53.87 55 2 Slider 5 5 5 5 5 5 5 50 0.000 -0.046 189 correct ball
CU 4/16/2022 83.9 -1.96 6.06 Grimm, Justin 606132 518748 ball 14 R L R TOR OAK B 0 2 2022 1.30 -0.64 2.50 0.51 0 7 Bot 3.49 1.60 83.9 2506 661759 53.71 55 3 Curveball 5 5 5 5 5 5 5 37 0.000 0.017 190 correct ball
CU 4/16/2022 83.6 -1.66 6.23 Grimm, Justin 606132 518748 swinging_strike_blocked 14 R L R TOR OAK S 1 2 2022 1.02 -0.89 0.13 0.28 0 7 Bot 3.49 1.60 84.0 2208 661759 53.64 55 4 Curveball 5 5 5 5 5 5 5 28 -0.038 -0.158 191 correct ball
SL 4/16/2022 82.8 -1.92 6.17 Grimm, Justin 666182 518748 hit_into_play 8 R R R TOR OAK X 0 0 2022 1.35 -0.69 0.22 1.99 1 7 Bot 3.37 1.53 83.0 2555 661759 53.87 56 1 Slider 5 5 5 5 5 5 5 42 -0.028 -0.156 192 correct ball
FF 4/16/2022 93.4 -1.47 6.26 Grimm, Justin 665489 518748 called_strike 12 R R R TOR OAK S 0 0 2022 -0.53 1.36 1.04 2.88 2 7 Bot 3.70 1.71 94.2 2227 661759 53.67 57 1 4-Seam Fastball 5 5 5 5 5 5 5 204 0.000 -0.017 193 incorrect called_strike
CU 4/16/2022 83.6 -1.86 6.12 Grimm, Justin 665489 518748 ball 14 R R R TOR OAK B 0 1 2022 1.22 -0.80 1.47 0.75 2 7 Bot 3.59 1.60 83.5 2464 661759 53.78 57 2 Curveball 5 5 5 5 5 5 5 40 0.000 0.011 194 correct ball
SL 4/16/2022 83.8 -1.92 6.13 Grimm, Justin 665489 518748 hit_into_play 12 R R R TOR OAK X 1 1 2022 1.37 0.11 1.08 2.59 2 7 Bot 3.47 1.59 83.9 2385 661759 53.88 57 3 Slider 5 5 5 5 5 5 5 45 -0.020 -0.093 195 correct ball
SI 4/16/2022 92.6 -2.90 5.24 Garcia, Yimi 640461 554340 foul 7 R R R TOR OAK S 0 0 2022 -1.47 0.42 -0.40 1.89 0 8 Top 3.47 1.59 91.1 2142 661759 54.85 58 1 Sinker 5 5 5 5 5 5 5 230 0.000 -0.034 196 correct ball
FF 4/16/2022 94.2 -2.79 5.04 Garcia, Yimi 640461 554340 ball 1 R R R TOR OAK B 0 1 2022 -0.40 1.12 -0.44 3.37 0 8 Top 3.26 1.38 93.1 2279 661759 54.85 58 2 4-Seam Fastball 5 5 5 5 5 5 5 229 0.000 0.025 197 incorrect called_strike
SI 4/16/2022 92.9 -2.84 5.20 Garcia, Yimi 640461 554340 hit_into_play 13 R R R TOR OAK X 1 1 2022 -1.44 0.59 -1.21 2.30 0 8 Top 3.47 1.59 91.7 2129 661759 54.69 58 3 Sinker 5 5 5 5 5 5 5 229 0.046 -0.212 198 correct ball
SL 4/16/2022 88.0 -3.00 5.12 Garcia, Yimi 462101 554340 swinging_strike 6 R R R TOR OAK S 0 0 2022 0.48 0.62 0.66 2.69 1 8 Top 3.37 1.53 86.8 2375 661759 54.89 59 1 Slider 5 5 5 5 5 5 5 203 0.000 -0.024 199 correct ball
CU 4/16/2022 79.7 -2.82 5.17 Garcia, Yimi 462101 554340 ball 14 R R R TOR OAK B 0 1 2022 1.55 -0.44 0.84 0.87 1 8 Top 3.29 1.35 78.3 2749 661759 54.89 59 2 Curveball 5 5 5 5 5 5 5 56 0.000 0.016 200 correct ball
CU 4/16/2022 81.0 -2.85 5.17 Garcia, Yimi 462101 554340 ball 14 R R R TOR OAK B 1 1 2022 1.16 -0.34 1.01 0.94 1 8 Top 3.34 1.38 79.8 2662 661759 54.82 59 3 Curveball 5 5 5 5 5 5 5 83 0.000 0.033 201 correct ball
SL 4/16/2022 88.8 -2.94 5.06 Garcia, Yimi 462101 554340 foul 8 R R R TOR OAK S 2 1 2022 0.36 0.68 0.24 1.87 1 8 Top 3.37 1.53 87.7 2334 661759 54.79 59 4 Slider 5 5 5 5 5 5 5 192 0.000 -0.046 202 correct ball
SI 4/16/2022 93.6 -2.77 5.09 Garcia, Yimi 462101 554340 ball 13 R R R TOR OAK B 2 2 2022 -1.50 0.43 -0.27 0.63 1 8 Top 3.40 1.41 92.3 2210 661759 54.60 59 5 Sinker 5 5 5 5 5 5 5 226 0.000 0.073 203 correct ball
SL 4/16/2022 88.9 -2.94 5.08 Garcia, Yimi 462101 554340 ball 9 R R R TOR OAK B 3 2 2022 0.32 0.73 0.48 1.31 1 8 Top 3.23 1.41 88.4 2489 661759 54.52 59 6 Slider 5 5 5 5 5 5 5 204 -0.049 0.212 204 incorrect called_strike
SL 4/16/2022 87.6 -2.83 5.17 Garcia, Yimi 476704 554340 ball 14 R L R TOR OAK B 0 0 2022 0.52 0.76 1.42 2.26 1 8 Top 3.59 1.85 86.6 2437 661759 54.83 60 1 Slider 5 5 5 5 5 5 5 199 0.000 0.042 205 correct ball
SI 4/16/2022 91.9 -2.81 5.17 Garcia, Yimi 476704 554340 ball 13 R L R TOR OAK B 1 0 2022 -1.43 0.74 -1.24 1.37 1 8 Top 3.59 1.74 90.5 2138 661759 54.80 60 2 Sinker 5 5 5 5 5 5 5 225 0.000 0.080 206 correct ball
SI 4/16/2022 93.0 -2.88 5.13 Garcia, Yimi 476704 554340 ball 13 R L R TOR OAK B 2 0 2022 -1.45 0.50 -1.29 2.07 1 8 Top 3.56 1.74 91.7 2179 661759 54.84 60 3 Sinker 5 5 5 5 5 5 5 220 0.000 0.108 207 correct ball
SI 4/16/2022 90.7 -2.65 5.20 Garcia, Yimi 476704 554340 ball 11 R L R TOR OAK B 3 0 2022 -1.43 0.83 -1.06 3.10 1 8 Top 3.51 1.63 89.6 2088 661759 54.74 60 4 Sinker 5 5 5 5 5 5 5 230 -0.066 0.150 208 correct ball
SI 4/16/2022 94.2 -2.82 5.10 Garcia, Yimi 669221 554340 ball 13 R R R TOR OAK B 0 0 2022 -1.42 0.53 -1.85 2.16 1 8 Top 3.53 1.68 93.3 2192 661759 54.63 61 1 Sinker 5 5 5 5 5 5 5 228 0.000 0.063 209 correct ball
SL 4/16/2022 89.4 -2.84 5.12 Garcia, Yimi 669221 554340 called_strike 8 R R R TOR OAK S 1 0 2022 0.37 0.99 0.08 2.13 1 8 Top 3.49 1.63 88.7 2455 661759 54.75 61 2 Slider 5 5 5 5 5 5 5 207 0.000 -0.089 210 correct ball
CH 4/16/2022 87.1 -2.73 5.22 Garcia, Yimi 669221 554340 ball 13 R R R TOR OAK B 1 1 2022 -1.60 0.20 -0.41 1.29 1 8 Top 3.49 1.68 86.0 1757 661759 54.69 61 3 Changeup 5 5 5 5 5 5 5 246 0.000 0.072 211 correct ball
SI 4/16/2022 92.3 -2.73 5.23 Garcia, Yimi 669221 554340 ball 11 R R R TOR OAK B 2 1 2022 -1.51 0.59 -1.60 2.63 1 8 Top 3.49 1.68 90.7 2078 661759 54.91 61 4 Sinker 5 5 5 5 5 5 5 228 -0.107 0.172 212 correct ball
FF 4/16/2022 94.6 -2.88 5.00 Garcia, Yimi 669221 554340 called_strike 5 R R R TOR OAK S 3 1 2022 -0.93 1.04 0.14 2.78 1 8 Top 3.43 1.63 93.9 2285 661759 54.69 61 5 4-Seam Fastball 5 5 5 5 5 5 5 236 0.000 -0.203 213 correct ball
FF 4/16/2022 94.3 -2.86 5.03 Garcia, Yimi 669221 554340 called_strike 8 R R R TOR OAK S 3 2 2022 -0.81 1.06 -0.18 1.98 1 8 Top 3.43 1.63 93.9 2346 661759 54.61 61 6 4-Seam Fastball 5 5 5 5 5 5 5 229 0.164 -0.680 214 correct ball
CU 4/16/2022 83.6 -2.96 5.17 Garcia, Yimi 643393 554340 ball 3 R L R TOR OAK B 0 0 2022 0.60 0.06 0.79 3.18 2 8 Top 3.18 1.54 83.1 2578 661759 54.76 62 1 Curveball 5 5 5 5 5 5 5 101 0.000 0.048 215 incorrect called_strike
SL 4/16/2022 87.8 -2.93 5.18 Garcia, Yimi 643393 554340 hit_into_play 9 R L R TOR OAK X 1 0 2022 0.32 0.65 0.46 1.54 2 8 Top 3.10 1.45 86.8 2345 661759 54.92 62 2 Slider 5 5 5 5 5 5 5 204 0.117 -0.569 216 correct ball
SL 4/16/2022 81.9 -0.16 6.52 Jiménez, Dany 666971 666204 ball 9 R R R TOR OAK B 0 0 2022 0.26 -0.10 0.82 1.54 0 8 Bot 3.40 1.65 81.0 2189 661759 54.79 63 1 Slider 5 5 5 5 5 5 5 69 0.000 0.033 217 incorrect called_strike
SL 4/16/2022 81.6 -0.20 6.61 Jiménez, Dany 666971 666204 called_strike 6 R R R TOR OAK S 1 0 2022 0.42 -0.06 0.76 2.90 0 8 Bot 3.48 1.71 80.5 2267 661759 54.87 63 2 Slider 5 5 5 5 5 5 5 115 0.000 -0.043 218 correct ball
FF 4/16/2022 93.8 -0.12 6.44 Jiménez, Dany 666971 666204 called_strike 12 R R R TOR OAK S 1 1 2022 -0.31 1.29 0.94 3.08 0 8 Bot 3.48 1.65 92.8 2013 661759 54.81 63 3 4-Seam Fastball 5 5 5 5 5 5 5 206 0.000 -0.054 219 incorrect called_strike
FF 4/16/2022 94.8 -0.27 6.48 Jiménez, Dany 666971 666204 ball 12 R R R TOR OAK B 1 2 2022 0.00 1.26 0.10 5.78 0 8 Bot 3.55 1.60 93.9 2218 661759 54.73 63 4 4-Seam Fastball 5 5 5 5 5 5 5 192 0.000 0.037 220 correct ball
SL 4/16/2022 83.3 -0.08 6.44 Jiménez, Dany 666971 666204 ball 14 R R R TOR OAK B 2 2 2022 0.34 -0.13 0.91 1.35 0 8 Bot 3.55 1.60 82.7 2370 661759 54.74 63 5 Slider 5 5 5 5 5 5 5 92 0.000 0.103 221 correct ball
SL 4/16/2022 80.5 -0.20 6.54 Jiménez, Dany 666971 666204 called_strike 14 R R R TOR OAK S 3 2 2022 0.23 0.35 1.05 1.89 0 8 Bot 3.40 1.57 80.0 2268 661759 54.78 63 6 Slider 5 5 5 5 5 5 5 100 -0.046 -0.299 222 incorrect called_strike
SL 4/16/2022 82.9 -0.18 6.54 Jiménez, Dany 656305 666204 called_strike 6 R R R TOR OAK S 0 0 2022 0.30 -0.13 0.60 2.48 1 8 Bot 3.37 1.57 82.3 2415 661759 54.85 64 1 Slider 5 5 5 5 5 5 5 83 0.000 -0.024 223 correct ball
FF 4/16/2022 94.4 0.02 6.45 Jiménez, Dany 656305 666204 ball 12 R R R TOR OAK B 0 1 2022 -0.13 1.51 1.26 3.78 1 8 Bot 3.45 1.57 93.6 2191 661759 54.55 64 2 4-Seam Fastball 5 5 5 5 5 5 5 196 0.000 0.016 224 correct ball
SL 4/16/2022 82.1 -0.21 6.45 Jiménez, Dany 656305 666204 called_strike 9 R R R TOR OAK S 1 1 2022 0.39 0.08 0.75 1.86 1 8 Bot 3.37 1.54 81.6 2395 661759 54.75 64 3 Slider 5 5 5 5 5 5 5 86 0.000 -0.036 225 correct ball
SL 4/16/2022 83.6 -0.14 6.51 Jiménez, Dany 656305 666204 called_strike 14 R R R TOR OAK S 1 2 2022 0.39 0.10 1.21 2.50 1 8 Bot 3.38 1.64 83.1 2401 661759 54.74 64 4 Slider 5 5 5 5 5 5 5 92 -0.034 -0.112 226 incorrect called_strike
FF 4/16/2022 94.5 -0.38 6.37 Jiménez, Dany 641470 666204 ball 1 R L R TOR OAK B 0 0 2022 -0.42 1.47 -0.51 3.76 2 8 Bot 3.73 1.68 93.5 2270 661759 54.73 65 1 4-Seam Fastball 5 5 5 5 5 5 5 198 0.000 0.015 227 incorrect called_strike
SL 4/16/2022 81.6 -0.21 6.44 Jiménez, Dany 641470 666204 called_strike 9 R L R TOR OAK S 1 0 2022 0.38 -0.26 0.62 2.25 2 8 Bot 3.70 1.65 80.8 2360 661759 54.86 65 2 Slider 5 5 5 5 5 5 5 76 0.000 -0.021 228 correct ball
FF 4/16/2022 95.0 -0.24 6.43 Jiménez, Dany 641470 666204 swinging_strike 12 R L R TOR OAK S 1 1 2022 0.11 1.53 0.24 3.96 2 8 Bot 3.49 1.60 94.4 2104 661759 54.53 65 3 4-Seam Fastball 5 5 5 5 5 5 5 200 0.000 -0.023 229 correct ball
SL 4/16/2022 83.2 -0.01 6.44 Jiménez, Dany 641470 666204 ball 14 R L R TOR OAK B 1 2 2022 0.34 -0.05 0.86 -0.14 2 8 Bot 3.56 1.57 82.9 2290 661759 54.49 65 4 Slider 5 5 5 5 5 5 5 131 0.000 0.014 230 correct ball
SL 4/16/2022 83.5 -0.23 6.40 Jiménez, Dany 641470 666204 ball 14 R L R TOR OAK B 2 2 2022 0.06 0.16 1.10 -1.78 2 8 Bot 3.53 1.65 82.3 2252 661759 54.65 65 5 Slider 5 5 5 5 5 5 5 28 0.000 0.033 231 correct ball
SL 4/16/2022 80.8 -0.28 6.54 Jiménez, Dany 641470 666204 swinging_strike 2 R L R TOR OAK S 3 2 2022 0.12 0.30 -0.21 3.36 2 8 Bot 3.49 1.60 80.3 2230 661759 54.80 65 6 Slider 5 5 5 5 5 5 5 100 -0.025 -0.116 232 correct ball
FF 4/16/2022 97.1 -1.96 5.90 Merryweather, Julian 641856 657240 foul 8 R L R TOR OAK S 0 0 2022 -0.68 1.40 -0.12 1.92 0 9 Top 3.41 1.56 97.4 2292 661759 53.85 66 1 4-Seam Fastball 5 5 5 5 5 5 5 217 0.000 -0.034 233 correct ball
FF 4/16/2022 96.6 -1.91 5.97 Merryweather, Julian 641856 657240 swinging_strike 4 R L R TOR OAK S 0 1 2022 -0.52 1.27 -0.36 2.67 0 9 Top 3.41 1.56 97.1 2276 661759 53.85 66 2 4-Seam Fastball 5 5 5 5 5 5 5 215 0.000 -0.046 234 correct ball
CH 4/16/2022 80.9 -1.65 6.09 Merryweather, Julian 641856 657240 foul 13 R L R TOR OAK S 0 2 2022 -1.00 0.62 -1.05 1.97 0 9 Top 3.41 1.56 81.3 1339 661759 53.93 66 3 Changeup 5 5 5 5 5 5 5 227 0.000 0.000 235 correct ball
CH 4/16/2022 81.5 -1.62 6.05 Merryweather, Julian 641856 657240 ball 13 R L R TOR OAK B 0 2 2022 -0.99 0.75 -0.99 1.08 0 9 Top 3.29 1.46 82.2 1299 661759 53.89 66 4 Changeup 5 5 5 5 5 5 5 221 0.000 0.017 236 correct ball
FF 4/16/2022 97.4 -1.98 5.88 Merryweather, Julian 641856 657240 called_strike 13 R L R TOR OAK S 1 2 2022 -0.77 1.32 -0.90 2.06 0 9 Top 3.30 1.61 98.3 2199 661759 53.65 66 5 4-Seam Fastball 5 5 5 5 5 5 5 216 0.058 -0.158 237 incorrect called_strike
CU 4/16/2022 80.0 -1.79 6.00 Merryweather, Julian 542194 657240 called_strike 1 R R R TOR OAK S 0 0 2022 0.85 -1.28 -0.33 3.21 1 9 Top 3.56 1.71 79.9 2347 661759 54.02 67 1 Curveball 5 5 5 5 5 5 5 25 0.000 -0.024 238 correct ball
CU 4/16/2022 80.9 -1.71 6.03 Merryweather, Julian 542194 657240 foul 4 R R R TOR OAK S 0 1 2022 0.84 -1.36 -0.47 2.54 1 9 Top 3.49 1.60 80.8 2459 661759 54.00 67 2 Curveball 5 5 5 5 5 5 5 21 0.000 -0.031 239 correct ball
FF 4/16/2022 97.4 -1.86 6.02 Merryweather, Julian 542194 657240 foul 1 R R R TOR OAK S 0 2 2022 -0.47 1.30 -0.75 2.95 1 9 Top 3.49 1.60 97.9 1973 661759 53.87 67 3 4-Seam Fastball 5 5 5 5 5 5 5 222 0.000 0.000 240 correct ball
SL 4/16/2022 88.5 -1.68 5.99 Merryweather, Julian 542194 657240 foul 14 R R R TOR OAK S 0 2 2022 0.25 0.20 0.39 1.18 1 9 Top 3.49 1.60 89.3 2102 661759 53.98 67 4 Slider 5 5 5 5 5 5 5 197 0.000 0.000 241 correct ball
FF 4/16/2022 97.6 -1.92 6.00 Merryweather, Julian 542194 657240 foul 1 R R R TOR OAK S 0 2 2022 -0.75 1.35 -0.59 3.25 1 9 Top 3.49 1.60 98.1 2322 661759 53.79 67 5 4-Seam Fastball 5 5 5 5 5 5 5 219 0.000 0.000 242 correct ball
CU 4/16/2022 80.4 -1.80 5.99 Merryweather, Julian 542194 657240 ball 11 R R R TOR OAK B 0 2 2022 1.15 -0.88 -1.14 4.13 1 9 Top 3.49 1.65 80.5 2055 661759 53.97 67 6 Curveball 5 5 5 5 5 5 5 33 0.000 0.011 243 correct ball
FF 4/16/2022 97.0 -1.77 5.99 Merryweather, Julian 542194 657240 foul 1 R R R TOR OAK S 1 2 2022 -0.58 1.29 -0.40 3.27 1 9 Top 3.49 1.60 97.3 2123 661759 53.95 67 7 4-Seam Fastball 5 5 5 5 5 5 5 212 0.000 0.000 244 correct ball
SL 4/16/2022 88.5 -1.73 6.00 Merryweather, Julian 542194 657240 hit_into_play 9 R R R TOR OAK X 1 2 2022 0.31 0.36 0.29 2.13 1 9 Top 3.49 1.60 89.6 2137 661759 53.84 67 8 Slider 5 5 5 5 5 5 5 215 -0.060 0.306 245 correct ball
FF 4/16/2022 97.2 -1.88 5.95 Merryweather, Julian 665506 657240 ball 13 R R R TOR OAK B 0 0 2022 -0.48 1.63 -0.11 1.28 1 9 Top 3.51 1.60 97.9 2271 661759 53.76 68 1 4-Seam Fastball 5 5 5 5 5 5 5 213 0.000 0.042 246 correct ball
FF 4/16/2022 97.3 -1.78 5.98 Merryweather, Julian 665506 657240 hit_into_play 8 R R R TOR OAK X 1 0 2022 -0.42 1.60 0.10 2.01 1 9 Top 3.47 1.59 97.7 2256 661759 53.92 68 2 4-Seam Fastball 5 5 5 5 7 5 7 215 -0.420 1.677 247 correct ball
CH 4/16/2022 81.8 -1.78 6.07 Merryweather, Julian 664913 657240 called_strike 9 R L R TOR OAK S 0 0 2022 -1.09 0.70 0.31 2.08 1 9 Top 3.41 1.62 82.5 1374 661759 53.77 69 1 Changeup 5 7 7 5 7 5 7 222 0.000 -0.024 248 correct ball
CU 4/16/2022 80.1 -1.86 6.04 Merryweather, Julian 664913 657240 ball 11 R L R TOR OAK B 0 1 2022 0.97 -0.76 -1.28 4.49 1 9 Top 3.40 1.54 80.2 1812 661759 54.00 69 2 Curveball 5 7 7 5 7 5 7 27 0.000 0.016 249 correct ball
FF 4/16/2022 96.3 -1.85 6.03 Merryweather, Julian 664913 657240 ball 1 R L R TOR OAK B 1 1 2022 -0.46 1.31 -0.78 3.38 1 9 Top 3.53 1.68 96.5 1951 661759 53.86 69 3 4-Seam Fastball 5 7 7 5 7 5 7 215 0.000 0.033 250 incorrect called_strike
CH 4/16/2022 81.3 -1.65 6.08 Merryweather, Julian 664913 657240 called_strike 4 R L R TOR OAK S 2 1 2022 -1.04 0.89 -0.32 2.45 1 9 Top 3.41 1.54 81.5 1342 661759 53.94 69 4 Changeup 5 7 7 5 7 5 7 222 0.000 -0.046 251 correct ball
CH 4/16/2022 81.0 -1.57 6.08 Merryweather, Julian 664913 657240 swinging_strike 4 R L R TOR OAK S 2 2 2022 -0.79 1.01 -0.35 2.28 1 9 Top 3.41 1.56 81.5 1332 661759 53.86 69 5 Changeup 5 7 7 5 7 5 7 224 0.006 -0.134 252 correct ball
SL 4/16/2022 89.0 -1.74 6.02 Merryweather, Julian 640461 657240 called_strike 6 R R R TOR OAK S 0 0 2022 0.16 0.09 0.79 2.37 2 9 Top 3.62 1.65 89.6 2241 661759 53.82 70 1 Slider 5 7 7 5 7 5 7 352 0.000 -0.017 253 correct ball
SL 4/16/2022 88.3 -1.76 6.05 Merryweather, Julian 640461 657240 foul 5 R R R TOR OAK S 0 1 2022 0.30 -0.05 0.00 2.36 2 9 Top 3.47 1.59 88.2 2122 661759 53.96 70 2 Slider 5 7 7 5 7 5 7 141 0.000 -0.023 254 correct ball
FF 4/16/2022 95.7 -1.88 6.01 Merryweather, Julian 640461 657240 swinging_strike 11 R R R TOR OAK S 0 2 2022 -0.68 1.33 -0.33 3.78 2 9 Top 3.47 1.59 96.2 2158 661759 53.91 70 3 4-Seam Fastball 5 7 7 5 7 5 7 216 0.003 -0.059 255 correct ball
FF 4/16/2022 96.8 -1.33 6.22 Trivino, Lou 672386 642152 ball 12 R R R TOR OAK B 0 0 2022 -0.71 1.26 1.06 2.37 0 9 Bot 2.93 1.32 96.4 2059 661759 54.06 71 1 4-Seam Fastball 5 7 5 7 7 5 5 227 0.000 0.033 256 correct ball
FF 4/16/2022 96.7 -1.35 6.11 Trivino, Lou 672386 642152 ball 14 R R R TOR OAK B 1 0 2022 -0.70 1.09 1.51 2.05 0 9 Bot 3.18 1.40 96.4 1960 661759 54.08 71 2 4-Seam Fastball 5 7 5 7 7 5 5 226 0.000 0.063 257 correct ball
SI 4/16/2022 96.7 -1.41 6.14 Trivino, Lou 672386 642152 ball 14 R R R TOR OAK B 2 0 2022 -1.32 0.94 0.96 1.55 0 9 Bot 2.96 1.29 96.4 2113 661759 54.14 71 3 Sinker 5 7 5 7 7 5 5 223 0.000 0.134 258 correct ball
FF 4/16/2022 96.3 -1.38 6.21 Trivino, Lou 672386 642152 called_strike 3 R R R TOR OAK S 3 0 2022 -0.86 1.18 0.54 2.75 0 9 Bot 3.04 1.38 95.5 1980 661759 54.30 71 4 4-Seam Fastball 5 7 5 7 7 5 5 219 0.000 -0.076 259 correct ball
SI 4/16/2022 96.9 -1.45 6.16 Trivino, Lou 672386 642152 ball 11 R R R TOR OAK B 3 1 2022 -1.40 0.78 -0.64 3.29 0 9 Bot 3.15 1.46 96.7 2081 661759 54.11 71 5 Sinker 5 7 5 7 7 5 5 221 0.090 0.245 260 correct ball
SI 4/16/2022 96.6 -1.40 6.19 Trivino, Lou 669289 642152 called_strike 13 R R R TOR OAK S 0 0 2022 -1.46 0.69 -1.03 2.22 0 9 Bot 3.56 1.65 96.2 2035 661759 54.22 72 1 Sinker 5 7 5 7 7 5 5 223 0.000 -0.066 261 incorrect called_strike
CH 4/16/2022 87.3 -1.54 6.20 Trivino, Lou 669289 642152 foul 11 R R R TOR OAK S 0 1 2022 -1.50 0.08 -1.25 2.42 0 9 Bot 3.30 1.50 86.8 1854 661759 54.24 72 2 Changeup 5 7 5 7 7 5 5 260 0.000 -0.080 262 correct ball
CH 4/16/2022 87.6 -1.36 6.09 Trivino, Lou 669289 642152 ball 14 R R R TOR OAK B 0 2 2022 -1.23 0.18 0.83 1.00 0 9 Bot 3.56 1.49 87.7 1851 661759 53.88 72 3 Changeup 5 7 5 7 7 5 5 261 0.000 0.042 263 correct ball
SI 4/16/2022 97.5 -1.33 6.20 Trivino, Lou 669289 642152 ball 14 R R R TOR OAK B 1 2 2022 -1.44 0.85 0.53 1.46 0 9 Bot 3.59 1.60 97.0 2123 661759 54.24 72 4 Sinker 5 7 5 7 7 5 5 222 0.000 0.085 264 correct ball
CH 4/16/2022 87.8 -1.42 6.16 Trivino, Lou 669289 642152 swinging_strike_blocked 14 R R R TOR OAK S 2 2 2022 -1.36 -0.05 0.55 0.56 0 9 Bot 3.30 1.50 87.6 1903 661759 53.93 72 5 Changeup 5 7 5 7 7 5 5 261 -0.074 -0.336 265 correct ball
FC 4/16/2022 93.8 -1.16 6.28 Trivino, Lou 543807 642152 ball 14 R R R TOR OAK B 0 0 2022 -0.56 0.66 1.66 2.08 1 9 Bot 3.49 1.51 93.7 2237 661759 54.27 73 1 Cutter 5 7 5 7 7 5 5 212 0.000 0.042 266 correct ball
SI 4/16/2022 95.7 -1.27 6.23 Trivino, Lou 543807 642152 swinging_strike 2 R R R TOR OAK S 1 0 2022 -1.28 0.78 -0.04 2.93 1 9 Bot 3.49 1.60 95.7 1995 661759 54.24 73 2 Sinker 5 7 5 7 7 5 5 218 0.000 -0.058 267 correct ball
SI 4/16/2022 96.4 -1.28 6.23 Trivino, Lou 543807 642152 ball 11 R R R TOR OAK B 1 1 2022 -1.16 0.88 -0.86 4.10 1 9 Bot 3.49 1.49 96.4 2006 661759 54.28 73 3 Sinker 5 7 5 7 7 5 5 244 0.000 0.073 268 correct ball
CH 4/16/2022 88.0 -1.52 6.14 Trivino, Lou 543807 642152 ball 11 R R R TOR OAK B 2 1 2022 -1.17 -0.06 -0.99 2.84 1 9 Bot 3.45 1.51 88.0 1660 661759 54.12 73 4 Changeup 5 7 5 7 7 5 5 263 0.000 0.102 269 correct ball
SI 4/16/2022 96.9 -1.28 6.22 Trivino, Lou 543807 642152 foul 1 R R R TOR OAK S 3 1 2022 -1.35 0.75 -0.78 3.05 1 9 Bot 3.49 1.60 96.6 1944 661759 54.28 73 5 Sinker 5 7 5 7 7 5 5 219 0.000 -0.099 270 correct ball
FF 4/16/2022 97.0 -1.28 6.20 Trivino, Lou 543807 642152 swinging_strike 12 R R R TOR OAK S 3 2 2022 -0.49 1.31 0.90 3.45 1 9 Bot 3.49 1.60 96.9 2004 661759 54.15 73 6 4-Seam Fastball 5 7 5 7 7 5 5 218 -0.059 -0.355 271 correct ball
SI 4/16/2022 96.2 -1.42 6.18 Trivino, Lou 606132 642152 ball 11 R L R TOR OAK B 0 0 2022 -1.45 0.77 -2.18 3.94 2 9 Bot 3.48 1.62 96.0 2023 661759 54.28 74 1 Sinker 5 7 5 7 7 5 5 219 0.002 0.032 272 correct ball
CH 4/16/2022 89.4 -1.41 6.14 Trivino, Lou 606132 642152 swinging_strike_blocked 13 R L R TOR OAK S 1 0 2022 -1.43 0.00 -0.28 0.45 2 9 Bot 3.49 1.60 88.9 1781 661759 54.28 74 2 Changeup 5 7 5 7 7 5 5 259 0.000 -0.053 273 correct ball
CH 4/16/2022 88.4 -1.45 6.18 Trivino, Lou 606132 642152 ball 11 R L R TOR OAK B 1 1 2022 -1.35 0.18 -1.55 2.95 2 9 Bot 3.49 1.65 88.0 1701 661759 54.32 74 3 Changeup 5 7 5 7 7 5 5 263 0.000 0.036 274 correct ball
SI 4/16/2022 96.8 -1.31 6.13 Trivino, Lou 606132 642152 swinging_strike 5 R L R TOR OAK S 2 1 2022 -1.36 0.86 0.21 2.28 2 9 Bot 3.49 1.60 97.0 2017 661759 53.97 74 4 Sinker 5 7 5 7 7 5 5 211 0.000 -0.074 275 correct ball
FF 4/16/2022 96.1 -1.39 6.17 Trivino, Lou 606132 642152 foul 11 R L R TOR OAK S 2 2 2022 -0.80 1.05 -1.31 3.46 2 9 Bot 3.49 1.60 96.2 2002 661759 54.13 74 5 4-Seam Fastball 5 7 5 7 7 5 5 231 0.000 0.000 276 correct ball
CH 4/16/2022 87.4 -1.38 6.11 Trivino, Lou 606132 642152 swinging_strike 8 R L R TOR OAK S 2 2 2022 -1.32 -0.35 -0.09 2.12 2 9 Bot 3.49 1.60 87.4 1714 661759 53.92 74 6 Changeup 5 7 5 7 7 5 5 266 -0.046 -0.259 277 correct ball

Updated version:

model_outcome2 <- rpart(description ~ call + true + outs_when_up + inning + bat_score + fld_score + balls + 
                          strikes + plate_x + plate_z, 
                       data = all_added)
predictions_outcome2 <- as.data.frame(predict(model_outcome2))

# get the column names of the largest values
predictions_outcome2$highest<- (colnames(predictions_outcome2)[max.col(predictions_outcome2)])

# add in to data frame
all_added <- all_added %>% 
  mutate(pred_outcome = predictions_outcome2$highest)

Full data with incorrect pitches highlighted:

fill3 <- which(all_added$ump_call == "incorrect")
## Warning: Unknown or uninitialised column: `ump_call`.
all_added %>% 
  dplyr::select(-des) %>% 
  kable %>% 
  kable_styling("striped") %>% 
  row_spec(fill3, background = "skyblue") %>% 
  scroll_box(height = "500px")
pitch_type game_date release_speed release_pos_x release_pos_z player_name batter pitcher…8 description zone game_type stand p_throws home_team away_team type balls strikes plate_x plate_z outs_when_up inning inning_topbot sz_top sz_bot effective_speed release_spin_rate game_pk release_pos_y at_bat_number pitch_number pitch_name home_score away_score bat_score fld_score post_away_score post_home_score post_bat_score spin_axis delta_home_win_exp delta_run_exp id sz_l sz_r new_sz_top new_sz_bot new_sz_l new_sz_r true call pred_outcome
FF 4/16/2022 88.5 2.23 6.02 Ryu, Hyun Jin 640461 547943 ball 14 R R L TOR OAK B 0 0 0.29 1.45 0 1 Top 3.37 1.57 88.2 2006 661759 53.99 1 1 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 0.033 1 -0.7083333 0.7083333 3.490833 1.449167 -0.8291667 0.8291667 strike fail ball
FF 4/16/2022 89.5 2.25 6.04 Ryu, Hyun Jin 640461 547943 ball 14 R R L TOR OAK B 1 0 1.30 2.14 0 1 Top 3.40 1.57 89.1 2104 661759 54.03 1 2 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 0.063 2 -0.7083333 0.7083333 3.520833 1.449167 -0.8291667 0.8291667 ball pass ball
CU 4/16/2022 69.4 2.17 6.32 Ryu, Hyun Jin 640461 547943 ball 6 R R L TOR OAK B 2 0 0.70 2.26 0 1 Top 3.32 1.46 68.6 2533 661759 54.19 1 3 Curveball 0 0 0 0 0 0 0 323 0.000 0.134 3 -0.7083333 0.7083333 3.440833 1.339167 -0.8291667 0.8291667 strike fail ball
FF 4/16/2022 89.5 2.19 6.08 Ryu, Hyun Jin 640461 547943 called_strike 5 R R L TOR OAK S 3 0 -0.21 2.27 0 1 Top 3.47 1.52 89.0 2061 661759 54.10 1 4 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 -0.076 4 -0.7083333 0.7083333 3.590833 1.399167 -0.8291667 0.8291667 strike pass called_strike
FC 4/16/2022 86.1 2.11 6.11 Ryu, Hyun Jin 462101 547943 called_strike 1 R R L TOR OAK S 0 1 -0.52 3.24 1 1 Top 3.29 1.38 86.1 2007 661759 54.13 2 2 Cutter 0 0 0 0 0 0 0 156 0.000 -0.031 7 -0.7083333 0.7083333 3.410833 1.259167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 90.2 2.14 6.02 Ryu, Hyun Jin 476704 547943 called_strike 3 R R L TOR OAK S 0 0 0.66 2.99 2 1 Top 3.51 1.60 90.2 1993 661759 54.03 3 1 4-Seam Fastball 0 0 0 0 0 0 0 137 0.000 -0.017 9 -0.7083333 0.7083333 3.630833 1.479167 -0.8291667 0.8291667 strike pass called_strike
CH 4/16/2022 78.7 2.40 5.86 Ryu, Hyun Jin 476704 547943 ball 12 R R L TOR OAK B 0 1 2.14 2.89 2 1 Top 3.45 1.46 78.6 1488 661759 54.13 3 2 Changeup 0 0 0 0 0 0 0 117 0.000 0.011 10 -0.7083333 0.7083333 3.570833 1.339167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 86.4 2.00 6.15 Ryu, Hyun Jin 476704 547943 called_strike 13 R R L TOR OAK S 1 2 -0.98 2.18 2 1 Top 3.43 1.57 86.6 2038 661759 54.03 3 4 Cutter 0 0 0 0 0 0 0 156 0.010 -0.070 12 -0.7083333 0.7083333 3.550833 1.449167 -0.8291667 0.8291667 ball fail called_strike
SI 4/16/2022 91.8 -1.88 6.13 Blackburn, Paul 606132 621112 called_strike 7 R L R TOR OAK S 0 0 -0.53 1.71 0 1 Bot 3.49 1.63 91.5 1995 661759 54.34 4 1 Sinker 0 0 0 0 0 0 0 211 0.000 -0.034 13 -0.7083333 0.7083333 3.610833 1.509167 -0.8291667 0.8291667 strike pass called_strike
SI 4/16/2022 92.8 -1.77 5.99 Blackburn, Paul 665489 621112 ball 13 R R R TOR OAK B 0 0 -0.89 1.36 1 1 Bot 3.75 1.63 92.6 1949 661759 54.28 6 1 Sinker 0 0 0 0 0 0 0 208 0.000 0.007 18 -0.7083333 0.7083333 3.870833 1.509167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 92.5 -1.61 6.08 Blackburn, Paul 666971 621112 ball 1 R R R TOR OAK B 0 0 -0.79 3.56 1 1 Bot 3.48 1.65 92.5 1958 661759 54.30 7 1 Sinker 1 0 1 0 0 1 1 213 0.000 0.042 20 -0.7083333 0.7083333 3.600833 1.529167 -0.8291667 0.8291667 strike fail ball
SI 4/16/2022 92.9 -1.72 6.01 Blackburn, Paul 666971 621112 called_strike 4 R R R TOR OAK S 1 0 -0.34 2.61 1 1 Bot 3.37 1.60 92.8 1971 661759 54.29 7 2 Sinker 1 0 1 0 0 1 1 211 -0.034 -0.058 21 -0.7083333 0.7083333 3.490833 1.479167 -0.8291667 0.8291667 strike pass called_strike
CU 4/16/2022 68.5 2.00 6.36 Ryu, Hyun Jin 669221 547943 ball 12 R R L TOR OAK B 0 0 0.20 3.67 0 2 Top 3.40 1.54 67.7 2379 661759 54.34 8 1 Curveball 1 0 0 1 0 1 0 321 0.000 0.033 23 -0.7083333 0.7083333 3.520833 1.419167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 79.6 2.35 5.95 Ryu, Hyun Jin 675656 547943 blocked_ball 14 R R L TOR OAK B 0 1 0.09 0.48 0 2 Top 3.43 1.57 79.9 1404 661759 53.81 10 2 Changeup 1 1 1 1 1 1 1 124 0.000 0.047 27 -0.7083333 0.7083333 3.550833 1.449167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 88.0 2.13 6.07 Ryu, Hyun Jin 542194 547943 ball 12 R R L TOR OAK B 0 0 0.97 2.83 0 2 Top 3.70 1.79 88.3 2015 661759 53.94 11 1 4-Seam Fastball 1 2 2 1 2 1 2 135 0.000 0.055 30 -0.7083333 0.7083333 3.820833 1.669167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 87.5 2.04 5.99 Ryu, Hyun Jin 665506 547943 ball 14 R R L TOR OAK B 0 1 1.16 1.97 0 2 Top 3.47 1.49 87.9 1932 661759 53.90 12 2 4-Seam Fastball 1 3 3 1 3 1 3 137 0.000 0.047 34 -0.7083333 0.7083333 3.590833 1.369167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 87.9 1.95 6.07 Ryu, Hyun Jin 623515 547943 called_strike 2 R R L TOR OAK S 0 0 -0.12 3.33 1 2 Top 3.51 1.57 87.9 1963 661759 54.04 13 1 4-Seam Fastball 1 3 3 1 3 1 3 136 0.000 -0.043 36 -0.7083333 0.7083333 3.630833 1.449167 -0.8291667 0.8291667 strike pass called_strike
CU 4/16/2022 71.9 1.89 6.18 Ryu, Hyun Jin 623515 547943 blocked_ball 13 R R L TOR OAK B 0 1 -1.67 0.31 1 2 Top 3.47 1.60 71.5 2613 661759 54.00 13 2 Curveball 1 3 3 1 3 1 3 328 0.000 0.029 37 -0.7083333 0.7083333 3.590833 1.479167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 85.3 2.02 6.03 Ryu, Hyun Jin 640461 547943 ball 13 R R L TOR OAK B 0 0 -1.18 2.05 2 2 Top 3.47 1.60 85.9 2004 661759 53.86 14 1 Cutter 1 3 3 1 3 1 3 155 0.000 0.037 39 -0.7083333 0.7083333 3.590833 1.479167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 92.0 -1.70 6.06 Blackburn, Paul 656305 621112 called_strike 13 R R R TOR OAK S 0 0 -1.03 1.85 0 2 Bot 3.45 1.63 91.8 1979 661759 54.31 15 1 Sinker 1 3 1 3 3 1 1 215 0.000 -0.034 42 -0.7083333 0.7083333 3.570833 1.509167 -0.8291667 0.8291667 ball fail called_strike
SL 4/16/2022 80.8 -1.71 6.12 Blackburn, Paul 656305 621112 ball 14 R R R TOR OAK B 0 1 1.39 1.06 0 2 Bot 3.37 1.57 80.3 2550 661759 54.35 15 2 Slider 1 3 1 3 3 1 1 26 0.000 0.025 43 -0.7083333 0.7083333 3.490833 1.449167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 92.7 -1.63 5.97 Blackburn, Paul 656305 621112 ball 13 R R R TOR OAK B 1 1 -0.50 1.35 0 2 Bot 3.48 1.54 92.9 1851 661759 54.16 15 3 Sinker 1 3 1 3 3 1 1 208 0.000 0.049 44 -0.7083333 0.7083333 3.600833 1.419167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 87.7 -1.65 6.19 Blackburn, Paul 656305 621112 ball 14 R R R TOR OAK B 2 1 0.00 0.72 0 2 Bot 3.45 1.63 87.8 1909 661759 54.06 15 4 Changeup 1 3 1 3 3 1 1 220 0.000 0.114 45 -0.7083333 0.7083333 3.570833 1.509167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 93.3 -1.56 6.01 Blackburn, Paul 656305 621112 called_strike 9 R R R TOR OAK S 3 1 0.78 1.60 0 2 Bot 3.53 1.68 93.5 1963 661759 54.17 15 5 Sinker 1 3 1 3 3 1 1 205 0.000 -0.076 46 -0.7083333 0.7083333 3.650833 1.559167 -0.8291667 0.8291667 strike pass called_strike
SI 4/16/2022 93.3 -1.70 5.93 Blackburn, Paul 641470 621112 ball 13 R L R TOR OAK B 0 0 -1.36 1.60 1 2 Bot 3.67 1.65 93.3 1950 661759 54.17 16 1 Sinker 1 3 1 3 3 1 1 212 0.000 0.023 49 -0.7083333 0.7083333 3.790833 1.529167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 88.5 -1.73 6.05 Blackburn, Paul 641470 621112 ball 14 R L R TOR OAK B 1 0 0.59 0.43 1 2 Bot 3.70 1.63 88.7 2030 661759 54.04 16 2 Changeup 1 3 1 3 3 1 1 224 0.000 0.044 50 -0.7083333 0.7083333 3.820833 1.509167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 87.1 -1.68 6.19 Blackburn, Paul 641470 621112 called_strike 11 R L R TOR OAK S 2 0 -0.83 3.32 1 2 Bot 3.62 1.54 87.3 1824 661759 54.24 16 3 Changeup 1 3 1 3 3 1 1 218 0.000 -0.042 51 -0.7083333 0.7083333 3.740833 1.419167 -0.8291667 0.8291667 ball fail called_strike
SI 4/16/2022 92.9 -1.46 5.96 Blackburn, Paul 672386 621112 called_strike 14 R R R TOR OAK S 0 0 0.89 2.34 1 2 Bot 3.18 1.52 93.0 2026 661759 54.12 17 1 Sinker 1 3 1 3 3 1 1 221 0.000 -0.048 54 -0.7083333 0.7083333 3.300833 1.399167 -0.8291667 0.8291667 ball fail called_strike
FC 4/16/2022 87.7 -1.52 6.09 Blackburn, Paul 672386 621112 ball 12 R R R TOR OAK B 0 1 0.37 3.76 1 2 Bot 3.26 1.49 87.4 2562 661759 54.42 17 2 Cutter 1 3 1 3 3 1 1 159 0.000 0.031 55 -0.7083333 0.7083333 3.380833 1.369167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 87.3 -1.65 6.07 Blackburn, Paul 672386 621112 ball 14 R R R TOR OAK B 1 1 0.92 0.84 1 2 Bot 3.26 1.46 87.3 1948 661759 54.12 17 3 Changeup 1 3 1 3 3 1 1 218 0.000 0.073 56 -0.7083333 0.7083333 3.380833 1.339167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 86.1 -1.45 6.11 Blackburn, Paul 669289 621112 called_strike 12 R R R TOR OAK S 0 0 1.23 2.57 2 2 Bot 3.49 1.61 86.1 2638 661759 54.24 18 1 Cutter 1 3 1 3 3 1 1 124 0.000 -0.035 58 -0.7083333 0.7083333 3.610833 1.489167 -0.8291667 0.8291667 ball fail called_strike
SI 4/16/2022 92.3 -1.55 6.09 Blackburn, Paul 669289 621112 ball 11 R R R TOR OAK B 0 1 -1.09 2.81 2 2 Bot 3.59 1.60 92.5 2002 661759 54.18 18 2 Sinker 1 3 1 3 3 1 1 206 0.000 0.026 59 -0.7083333 0.7083333 3.710833 1.479167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 92.7 -1.44 6.00 Blackburn, Paul 669289 621112 called_strike 3 R R R TOR OAK S 1 1 0.68 3.06 2 2 Bot 3.48 1.57 92.5 2157 661759 54.14 18 3 4-Seam Fastball 1 3 1 3 3 1 1 211 0.000 -0.051 60 -0.7083333 0.7083333 3.600833 1.449167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 87.6 2.25 6.02 Ryu, Hyun Jin 462101 547943 ball 12 R R L TOR OAK B 0 0 1.34 2.39 0 3 Top 3.32 1.41 87.7 1903 661759 53.99 19 1 4-Seam Fastball 1 3 3 1 3 1 3 134 0.000 0.033 62 -0.7083333 0.7083333 3.440833 1.289167 -0.8291667 0.8291667 ball pass ball
CU 4/16/2022 70.2 1.97 6.26 Ryu, Hyun Jin 462101 547943 ball 12 R R L TOR OAK B 1 0 0.71 3.66 0 3 Top 3.10 1.35 69.7 2489 661759 54.16 19 2 Curveball 1 3 3 1 3 1 3 319 0.000 0.063 63 -0.7083333 0.7083333 3.220833 1.229167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 86.0 2.08 6.06 Ryu, Hyun Jin 462101 547943 ball 11 R R L TOR OAK B 2 1 -1.42 2.85 0 3 Top 3.29 1.41 86.4 1973 661759 53.95 19 4 Cutter 1 3 3 1 3 1 3 150 0.000 0.114 65 -0.7083333 0.7083333 3.410833 1.289167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 89.1 2.04 5.92 Ryu, Hyun Jin 476704 547943 ball 12 R R L TOR OAK B 0 1 1.39 2.54 1 3 Top 3.45 1.54 89.8 1926 661759 53.92 20 2 4-Seam Fastball 1 3 3 1 3 1 3 137 0.000 0.016 68 -0.7083333 0.7083333 3.570833 1.419167 -0.8291667 0.8291667 ball pass ball
CU 4/16/2022 71.8 1.86 6.18 Ryu, Hyun Jin 669221 547943 ball 13 R R L TOR OAK B 0 0 -0.77 1.37 1 3 Top 3.45 1.60 71.3 2538 661759 54.10 21 1 Curveball 1 3 3 1 3 1 3 324 0.000 0.042 70 -0.7083333 0.7083333 3.570833 1.479167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 84.8 1.97 6.14 Ryu, Hyun Jin 669221 547943 ball 13 R R L TOR OAK B 1 0 -1.32 2.01 1 3 Top 3.49 1.60 85.3 1963 661759 53.87 21 2 Cutter 1 3 3 1 3 1 3 157 0.000 0.080 71 -0.7083333 0.7083333 3.610833 1.479167 -0.8291667 0.8291667 ball pass ball
CU 4/16/2022 78.3 -1.81 6.17 Blackburn, Paul 605548 621112 called_strike 11 R L R TOR OAK S 0 0 -0.59 3.58 0 3 Bot 3.45 1.71 77.2 2661 661759 54.55 24 1 Curveball 1 5 1 5 5 1 1 26 0.000 -0.034 75 -0.7083333 0.7083333 3.570833 1.589167 -0.8291667 0.8291667 ball fail called_strike
FC 4/16/2022 87.2 -1.64 6.09 Blackburn, Paul 605548 621112 ball 12 R L R TOR OAK B 0 1 1.03 3.87 0 3 Bot 3.67 1.74 87.5 2543 661759 54.37 24 2 Cutter 1 5 1 5 5 1 1 153 0.000 0.025 76 -0.7083333 0.7083333 3.790833 1.619167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 88.0 -1.60 6.05 Blackburn, Paul 605548 621112 ball 14 R L R TOR OAK B 1 1 0.26 1.19 0 3 Bot 3.70 1.79 88.1 1962 661759 54.19 24 3 Changeup 1 5 1 5 5 1 1 219 0.000 0.049 77 -0.7083333 0.7083333 3.820833 1.669167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 91.5 -1.73 5.93 Blackburn, Paul 606132 621112 ball 13 R L R TOR OAK B 0 0 -1.06 2.53 1 3 Bot 3.53 1.63 91.6 2026 661759 54.20 25 1 Sinker 1 5 1 5 5 1 1 215 0.000 0.023 80 -0.7083333 0.7083333 3.650833 1.509167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 80.6 -1.72 5.88 Blackburn, Paul 666182 621112 ball 14 R R R TOR OAK B 0 1 1.34 1.78 2 3 Bot 3.73 1.71 80.1 2702 661759 54.24 26 2 Slider 1 5 1 5 5 1 1 40 0.000 0.011 83 -0.7083333 0.7083333 3.850833 1.589167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 92.7 -1.42 5.93 Blackburn, Paul 666182 621112 called_strike 12 R R R TOR OAK S 1 1 1.04 2.87 2 3 Bot 3.66 1.72 93.0 2064 661759 54.12 26 3 Sinker 1 5 1 5 5 1 1 203 0.000 -0.023 84 -0.7083333 0.7083333 3.780833 1.599167 -0.8291667 0.8291667 ball fail called_strike
FF 4/16/2022 88.1 2.01 5.92 Ryu, Hyun Jin 542194 547943 called_strike 8 R R L TOR OAK S 0 0 -0.08 1.71 0 4 Top 3.62 1.71 88.4 1913 661759 53.83 27 1 4-Seam Fastball 1 5 5 1 5 1 5 135 0.000 -0.034 86 -0.7083333 0.7083333 3.740833 1.589167 -0.8291667 0.8291667 strike pass called_strike
FC 4/16/2022 84.1 2.10 6.01 Ryu, Hyun Jin 542194 547943 ball 14 R R L TOR OAK B 0 1 1.52 2.71 0 4 Top 3.73 1.74 84.8 1917 661759 53.97 27 2 Cutter 1 5 5 1 5 1 5 156 0.000 0.025 87 -0.7083333 0.7083333 3.850833 1.619167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 86.6 2.06 6.05 Ryu, Hyun Jin 542194 547943 ball 12 R R L TOR OAK B 1 1 0.19 4.65 0 4 Top 3.78 1.79 87.1 1984 661759 53.96 27 3 Cutter 1 5 5 1 5 1 5 149 0.000 0.049 88 -0.7083333 0.7083333 3.900833 1.669167 -0.8291667 0.8291667 ball pass ball
CU 4/16/2022 71.6 1.91 6.13 Ryu, Hyun Jin 665506 547943 ball 13 R R L TOR OAK B 0 0 -0.60 0.49 1 4 Top 3.47 1.63 71.3 2647 661759 54.08 28 1 Curveball 1 5 5 1 5 1 5 326 0.000 0.023 90 -0.7083333 0.7083333 3.590833 1.509167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 90.0 2.09 5.83 Ryu, Hyun Jin 623515 547943 ball 14 R R L TOR OAK B 0 0 0.00 0.92 2 4 Top 3.47 1.57 90.1 2030 661759 53.85 29 1 4-Seam Fastball 1 5 5 1 5 1 5 133 0.000 0.015 93 -0.7083333 0.7083333 3.590833 1.449167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 91.7 -1.50 6.03 Blackburn, Paul 665489 621112 called_strike 13 R R R TOR OAK S 0 0 -1.13 2.03 0 4 Bot 3.62 1.65 91.8 2025 661759 54.23 30 1 Sinker 1 5 1 5 5 1 1 209 0.000 -0.034 95 -0.7083333 0.7083333 3.740833 1.529167 -0.8291667 0.8291667 ball fail called_strike
SL 4/16/2022 80.1 -1.76 5.98 Blackburn, Paul 666971 621112 called_strike 6 R R R TOR OAK S 0 0 0.32 2.64 1 4 Bot 3.59 1.71 79.5 2602 661759 54.40 31 1 Slider 1 5 1 5 5 1 1 41 0.000 -0.024 97 -0.7083333 0.7083333 3.710833 1.589167 -0.8291667 0.8291667 strike pass called_strike
SI 4/16/2022 91.6 -1.55 5.99 Blackburn, Paul 666971 621112 ball 13 R R R TOR OAK B 0 1 -1.39 0.63 1 4 Bot 3.55 1.65 91.3 2066 661759 54.18 31 2 Sinker 1 5 1 5 5 1 1 208 0.000 0.016 98 -0.7083333 0.7083333 3.670833 1.529167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 92.8 -1.55 5.96 Blackburn, Paul 666971 621112 ball 14 R R R TOR OAK B 1 1 0.01 0.42 1 4 Bot 3.48 1.68 92.9 2066 661759 54.16 31 3 Sinker 1 5 1 5 5 1 1 221 0.000 0.033 99 -0.7083333 0.7083333 3.600833 1.559167 -0.8291667 0.8291667 ball pass ball
CU 4/16/2022 80.3 -1.46 6.08 Blackburn, Paul 656305 621112 blocked_ball 14 R R R TOR OAK B 0 1 0.80 0.65 1 4 Bot 3.37 1.57 79.7 2821 661759 54.23 32 2 Curveball 1 5 1 5 5 1 1 25 0.000 0.031 102 -0.7083333 0.7083333 3.490833 1.449167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 87.3 -1.54 6.12 Blackburn, Paul 641470 621112 called_strike 5 R L R TOR OAK S 0 0 -0.07 3.00 1 4 Bot 3.64 1.68 87.1 1898 661759 54.25 33 1 Changeup 1 5 1 5 5 1 1 215 0.000 -0.081 104 -0.7083333 0.7083333 3.760833 1.559167 -0.8291667 0.8291667 strike pass called_strike
CH 4/16/2022 86.6 -1.67 6.06 Blackburn, Paul 641470 621112 ball 14 R L R TOR OAK B 0 1 0.38 1.02 1 4 Bot 3.67 1.60 86.7 1809 661759 54.06 33 2 Changeup 1 5 1 5 5 1 1 220 0.000 0.055 105 -0.7083333 0.7083333 3.790833 1.479167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 91.3 -1.50 6.13 Blackburn, Paul 641470 621112 ball 11 R L R TOR OAK B 1 1 -1.18 4.37 1 4 Bot 3.70 1.68 91.3 1976 661759 54.18 33 3 Sinker 1 5 1 5 5 1 1 211 0.000 0.072 106 -0.7083333 0.7083333 3.820833 1.559167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 79.6 -1.64 5.96 Blackburn, Paul 672386 621112 called_strike 3 R R R TOR OAK S 0 0 0.29 2.87 1 4 Bot 3.23 1.46 79.2 2639 661759 54.28 34 1 Slider 2 5 2 5 5 2 2 45 0.000 -0.081 110 -0.7083333 0.7083333 3.350833 1.339167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 91.1 -0.86 5.83 Thornton, Trent 640461 663423 called_strike 12 R R R TOR OAK S 0 0 0.13 3.52 0 5 Top 3.24 1.49 90.7 2262 661759 54.41 35 1 4-Seam Fastball 2 5 5 2 5 2 5 201 0.000 -0.034 112 -0.7083333 0.7083333 3.360833 1.369167 -0.8291667 0.8291667 ball fail called_strike
SI 4/16/2022 91.4 -0.80 5.87 Thornton, Trent 462101 663423 ball 11 R R R TOR OAK B 0 0 -1.58 3.71 0 5 Top 3.18 1.43 91.1 2142 661759 54.43 36 1 Sinker 2 5 5 2 5 2 5 199 0.000 0.059 114 -0.7083333 0.7083333 3.300833 1.309167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 93.5 -0.77 5.82 Thornton, Trent 462101 663423 called_strike 6 R R R TOR OAK S 1 0 0.65 2.52 0 5 Top 3.18 1.35 93.1 2305 661759 54.41 36 2 4-Seam Fastball 2 5 5 2 5 2 5 204 0.000 -0.074 115 -0.7083333 0.7083333 3.300833 1.229167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 93.4 -0.82 5.75 Thornton, Trent 476704 663423 ball 13 R L R TOR OAK B 0 0 -0.20 0.47 2 5 Top 3.53 1.65 92.8 2226 661759 54.31 37 1 4-Seam Fastball 2 5 5 2 5 2 5 202 0.000 0.015 117 -0.7083333 0.7083333 3.650833 1.529167 -0.8291667 0.8291667 ball pass ball
CU 4/16/2022 78.6 -0.76 5.96 Thornton, Trent 476704 663423 ball 14 R L R TOR OAK B 1 0 0.82 0.90 2 5 Top 3.45 1.57 77.8 3001 661759 54.62 37 2 Curveball 2 5 5 2 5 2 5 25 0.000 0.023 118 -0.7083333 0.7083333 3.570833 1.449167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 92.2 -0.61 5.77 Thornton, Trent 476704 663423 called_strike 4 R L R TOR OAK S 2 0 -0.40 2.30 2 5 Top 3.48 1.65 91.8 2416 661759 54.35 37 3 4-Seam Fastball 2 5 5 2 5 2 5 205 0.000 -0.023 119 -0.7083333 0.7083333 3.600833 1.529167 -0.8291667 0.8291667 strike pass called_strike
CH 4/16/2022 86.6 -1.65 6.08 Blackburn, Paul 669289 621112 ball 14 R R R TOR OAK B 0 0 0.08 0.92 0 5 Bot 3.51 1.54 86.9 1884 661759 54.12 38 1 Changeup 2 5 2 5 5 2 2 218 0.000 0.033 121 -0.7083333 0.7083333 3.630833 1.419167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 85.4 -1.52 6.09 Blackburn, Paul 669289 621112 called_strike 9 R R R TOR OAK S 1 0 0.73 1.78 0 5 Bot 3.53 1.60 85.7 2595 661759 54.24 38 2 Cutter 2 5 2 5 5 2 2 129 0.000 -0.043 122 -0.7083333 0.7083333 3.650833 1.479167 -0.8291667 0.8291667 strike pass called_strike
SI 4/16/2022 93.1 -1.43 5.94 Blackburn, Paul 669289 621112 ball 14 R R R TOR OAK B 1 2 2.30 2.24 0 5 Bot 3.48 1.54 93.2 2233 661759 54.13 38 4 Sinker 2 5 2 5 5 2 2 205 0.000 0.037 124 -0.7083333 0.7083333 3.600833 1.419167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 87.0 -1.63 6.07 Blackburn, Paul 605548 621112 ball 11 R L R TOR OAK B 0 0 -1.53 2.85 1 5 Bot 3.73 1.76 86.9 1920 661759 54.25 39 1 Changeup 2 5 2 5 5 2 2 212 0.000 0.023 126 -0.7083333 0.7083333 3.850833 1.639167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 92.0 -1.73 5.88 Blackburn, Paul 605548 621112 ball 12 R L R TOR OAK B 1 2 0.20 4.91 1 5 Bot 3.73 1.79 91.7 2268 661759 54.21 39 4 4-Seam Fastball 2 5 2 5 5 2 2 213 0.000 0.023 129 -0.7083333 0.7083333 3.850833 1.669167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 80.4 -1.71 5.84 Blackburn, Paul 605548 621112 called_strike 14 R L R TOR OAK S 2 2 0.61 1.67 1 5 Bot 3.75 1.79 79.7 2764 661759 54.23 39 5 Slider 2 5 2 5 5 2 2 38 -0.016 -0.134 130 -0.7083333 0.7083333 3.870833 1.669167 -0.8291667 0.8291667 strike pass called_strike
SL 4/16/2022 79.5 -1.92 5.93 Blackburn, Paul 606132 621112 called_strike 14 R L R TOR OAK S 0 0 0.97 1.70 2 5 Bot 3.49 1.76 78.6 2581 661759 54.31 40 1 Slider 2 5 2 5 5 2 2 37 0.000 -0.017 131 -0.7083333 0.7083333 3.610833 1.639167 -0.8291667 0.8291667 ball fail called_strike
SL 4/16/2022 77.9 -1.98 5.84 Blackburn, Paul 606132 621112 ball 13 R L R TOR OAK B 0 1 -1.60 1.98 2 5 Bot 3.53 1.63 77.0 2709 661759 54.43 40 2 Slider 2 5 2 5 5 2 2 42 0.000 0.011 132 -0.7083333 0.7083333 3.650833 1.509167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 85.8 -1.61 5.91 Blackburn, Paul 606132 621112 ball 12 R L R TOR OAK B 1 1 1.19 3.71 2 5 Bot 3.51 1.68 85.8 2602 661759 54.28 40 3 Cutter 2 5 2 5 5 2 2 126 0.000 0.021 133 -0.7083333 0.7083333 3.630833 1.559167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 87.0 -1.61 6.06 Blackburn, Paul 606132 621112 ball 14 R L R TOR OAK B 2 1 1.53 0.56 2 5 Bot 3.48 1.74 87.0 1914 661759 54.21 40 4 Changeup 2 5 2 5 5 2 2 219 0.000 0.039 134 -0.7083333 0.7083333 3.600833 1.619167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 79.0 -1.42 5.41 Thornton, Trent 669221 663423 called_strike 12 R R R TOR OAK S 0 0 1.23 3.03 0 6 Top 3.40 1.54 78.5 2839 661759 54.69 41 1 Slider 2 5 5 2 5 2 5 70 0.000 -0.034 136 -0.7083333 0.7083333 3.520833 1.419167 -0.8291667 0.8291667 ball fail called_strike
FF 4/16/2022 93.2 -0.60 5.86 Thornton, Trent 641914 663423 called_strike 3 R R R TOR OAK S 0 0 0.33 3.20 1 6 Top 3.37 1.49 93.0 2357 661759 54.47 42 1 4-Seam Fastball 2 5 5 2 5 2 5 196 0.000 -0.024 138 -0.7083333 0.7083333 3.490833 1.369167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 92.9 -0.76 5.83 Thornton, Trent 641914 663423 ball 14 R R R TOR OAK B 0 2 0.94 2.03 1 6 Top 3.45 1.57 92.8 2463 661759 54.32 42 3 4-Seam Fastball 2 5 5 2 5 2 5 198 0.000 0.011 140 -0.7083333 0.7083333 3.570833 1.449167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 82.3 -1.47 5.31 Thornton, Trent 641914 663423 ball 14 R R R TOR OAK B 1 2 2.36 1.56 1 6 Top 3.48 1.57 81.6 2916 661759 54.51 42 4 Slider 2 5 5 2 5 2 5 71 0.000 0.023 141 -0.7083333 0.7083333 3.600833 1.449167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 82.5 -1.34 5.39 Thornton, Trent 675656 663423 called_strike 14 R R R TOR OAK S 0 0 1.13 1.98 2 6 Top 3.21 1.43 81.5 2814 661759 54.57 43 1 Slider 2 5 5 2 5 2 5 71 0.000 -0.017 144 -0.7083333 0.7083333 3.330833 1.309167 -0.8291667 0.8291667 ball fail called_strike
SL 4/16/2022 82.0 -1.27 5.38 Thornton, Trent 675656 663423 ball 14 R R R TOR OAK B 0 2 1.86 1.55 2 6 Top 3.37 1.54 81.6 3015 661759 54.41 43 3 Slider 2 5 5 2 5 2 5 60 0.000 0.011 146 -0.7083333 0.7083333 3.490833 1.419167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 94.3 -1.78 5.66 Acevedo, Domingo 666182 642758 ball 12 R R R TOR OAK B 0 0 1.21 2.68 0 6 Bot 3.73 1.63 92.5 2200 661759 55.01 44 1 4-Seam Fastball 2 5 2 5 5 2 2 229 0.000 0.033 148 -0.7083333 0.7083333 3.850833 1.509167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 93.3 -1.89 5.65 Acevedo, Domingo 666182 642758 called_strike 14 R R R TOR OAK S 1 0 1.02 2.62 0 6 Bot 3.66 1.69 91.6 2182 661759 54.99 44 2 4-Seam Fastball 2 5 2 5 5 2 2 231 0.000 -0.043 149 -0.7083333 0.7083333 3.780833 1.569167 -0.8291667 0.8291667 ball fail called_strike
FF 4/16/2022 93.9 -1.74 5.64 Acevedo, Domingo 665489 642758 ball 12 R R R TOR OAK B 0 0 0.91 4.43 1 6 Bot 3.70 1.65 92.0 2195 661759 55.03 45 1 4-Seam Fastball 2 5 2 5 5 2 2 231 0.000 0.023 151 -0.7083333 0.7083333 3.820833 1.529167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 88.1 -2.14 5.69 Acevedo, Domingo 666971 642758 called_strike 8 R R R TOR OAK S 0 0 -0.19 1.99 2 6 Bot 3.55 1.63 86.5 2141 661759 55.27 46 1 Slider 2 5 2 5 5 2 2 247 0.000 -0.017 154 -0.7083333 0.7083333 3.670833 1.509167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 93.6 -1.86 5.59 Acevedo, Domingo 666971 642758 ball 13 R R R TOR OAK B 0 1 -1.29 2.51 2 6 Bot 3.55 1.68 92.1 2178 661759 54.94 46 2 4-Seam Fastball 2 5 2 5 5 2 2 235 0.000 0.011 155 -0.7083333 0.7083333 3.670833 1.559167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 93.3 -1.68 5.49 Acevedo, Domingo 666971 642758 ball 12 R R R TOR OAK B 1 1 1.57 3.12 2 6 Bot 3.51 1.63 91.0 2249 661759 55.33 46 3 4-Seam Fastball 2 5 2 5 5 2 2 233 0.000 0.021 156 -0.7083333 0.7083333 3.630833 1.509167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 93.2 -1.86 5.47 Acevedo, Domingo 666971 642758 ball 11 R R R TOR OAK B 2 1 -0.60 3.72 2 6 Bot 3.55 1.74 91.8 2126 661759 54.90 46 4 4-Seam Fastball 2 5 2 5 5 2 2 233 0.000 0.039 157 -0.7083333 0.7083333 3.670833 1.619167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 92.4 -1.62 5.51 Acevedo, Domingo 666971 642758 called_strike 6 R R R TOR OAK S 3 1 0.66 2.47 2 6 Bot 3.55 1.65 90.1 2212 661759 55.29 46 5 4-Seam Fastball 2 5 2 5 5 2 2 233 0.000 -0.036 158 -0.7083333 0.7083333 3.670833 1.529167 -0.8291667 0.8291667 strike pass called_strike
SL 4/16/2022 85.5 -2.09 5.91 Acevedo, Domingo 672386 642758 called_strike 5 R R R TOR OAK S 0 0 -0.24 2.54 2 6 Bot 3.26 1.49 83.9 2154 661759 55.18 49 1 Slider 5 5 5 5 5 5 5 242 0.000 -0.017 162 -0.7083333 0.7083333 3.380833 1.369167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 92.6 -1.84 5.69 Acevedo, Domingo 669289 642758 called_strike 5 R R R TOR OAK S 0 0 0.03 2.51 2 6 Bot 3.51 1.52 90.8 2147 661759 55.03 50 1 4-Seam Fastball 5 5 5 5 5 5 5 231 0.000 -0.035 164 -0.7083333 0.7083333 3.630833 1.399167 -0.8291667 0.8291667 strike pass called_strike
CH 4/16/2022 85.9 -1.82 5.95 Acevedo, Domingo 669289 642758 ball 14 R R R TOR OAK B 0 1 0.10 0.83 2 6 Bot 3.43 1.57 84.7 1955 661759 54.82 50 2 Changeup 5 5 5 5 5 5 5 247 0.000 0.026 165 -0.7083333 0.7083333 3.550833 1.449167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 86.9 -2.16 5.82 Acevedo, Domingo 669289 642758 ball 13 R R R TOR OAK B 1 1 -1.07 2.22 2 6 Bot 3.45 1.57 85.6 2049 661759 55.11 50 3 Slider 5 5 5 5 5 5 5 244 0.000 0.029 166 -0.7083333 0.7083333 3.570833 1.449167 -0.8291667 0.8291667 ball pass ball
CU 4/16/2022 82.5 -1.51 6.28 Grimm, Justin 605548 518748 ball 14 R L R TOR OAK B 0 1 1.72 2.39 2 6 Bot 3.67 1.68 83.0 2195 661759 53.60 51 2 Curveball 5 5 5 5 5 5 5 33 0.000 0.037 169 -0.7083333 0.7083333 3.790833 1.559167 -0.8291667 0.8291667 ball pass ball
KC 4/16/2022 79.6 -2.53 6.21 Phelps, David 542194 475479 called_strike 5 R R R TOR OAK S 0 0 0.14 2.90 0 7 Top 3.75 1.74 78.1 2505 661759 55.39 52 1 Knuckle Curve 5 5 5 5 5 5 5 42 0.000 -0.034 172 -0.7083333 0.7083333 3.870833 1.619167 -0.8291667 0.8291667 strike pass called_strike
KC 4/16/2022 78.2 -2.46 6.26 Phelps, David 542194 475479 ball 14 R R R TOR OAK B 0 2 0.50 0.44 0 7 Top 3.62 1.71 76.3 2554 661759 55.44 52 3 Knuckle Curve 5 5 5 5 5 5 5 30 0.000 0.017 174 -0.7083333 0.7083333 3.740833 1.589167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 89.4 -2.46 6.20 Phelps, David 542194 475479 ball 13 R R R TOR OAK B 1 2 -0.33 1.41 0 7 Top 3.48 1.65 88.1 2403 661759 55.31 52 4 Cutter 5 5 5 5 5 5 5 208 0.000 0.037 175 -0.7083333 0.7083333 3.600833 1.529167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 92.8 -2.25 6.18 Phelps, David 665506 475479 called_strike 12 R R R TOR OAK S 0 0 0.96 3.05 1 7 Top 3.45 1.63 91.0 2255 661759 55.19 53 1 4-Seam Fastball 5 5 5 5 5 5 5 216 0.000 -0.024 177 -0.7083333 0.7083333 3.570833 1.509167 -0.8291667 0.8291667 ball fail called_strike
SI 4/16/2022 93.6 -2.35 6.13 Phelps, David 665506 475479 called_strike 8 R R R TOR OAK S 0 1 -0.25 1.60 1 7 Top 3.47 1.57 91.9 2182 661759 55.12 53 2 Sinker 5 5 5 5 5 5 5 212 0.000 -0.031 178 -0.7083333 0.7083333 3.590833 1.449167 -0.8291667 0.8291667 strike pass called_strike
KC 4/16/2022 80.3 -2.46 6.17 Phelps, David 665506 475479 ball 14 R R R TOR OAK B 0 2 0.16 0.98 1 7 Top 3.47 1.57 78.8 2615 661759 55.41 53 5 Knuckle Curve 5 5 5 5 5 5 5 29 0.000 0.011 181 -0.7083333 0.7083333 3.590833 1.449167 -0.8291667 0.8291667 ball pass ball
KC 4/16/2022 81.3 -2.59 6.17 Phelps, David 664913 475479 ball 13 R L R TOR OAK B 0 0 -0.28 1.13 2 7 Top 3.56 1.65 79.6 2605 661759 55.39 54 1 Knuckle Curve 5 5 5 5 5 5 5 35 0.000 0.015 183 -0.7083333 0.7083333 3.680833 1.529167 -0.8291667 0.8291667 ball pass ball
KC 4/16/2022 80.1 -2.67 6.24 Phelps, David 664913 475479 ball 11 R L R TOR OAK B 1 0 -0.91 3.67 2 7 Top 3.51 1.60 78.4 2581 661759 55.48 54 2 Knuckle Curve 5 5 5 5 5 5 5 39 0.000 0.023 184 -0.7083333 0.7083333 3.630833 1.479167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 89.1 -2.58 6.14 Phelps, David 664913 475479 ball 13 R L R TOR OAK B 2 0 -0.10 1.09 2 7 Top 3.64 1.60 87.6 2426 661759 55.32 54 3 Cutter 5 5 5 5 5 5 5 194 0.000 0.042 185 -0.7083333 0.7083333 3.760833 1.479167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 92.2 -1.76 6.27 Grimm, Justin 606132 518748 called_strike 1 R L R TOR OAK S 0 0 -0.51 3.20 0 7 Bot 3.49 1.71 92.5 2176 661759 53.74 55 1 4-Seam Fastball 5 5 5 5 5 5 5 210 0.000 -0.034 188 -0.7083333 0.7083333 3.610833 1.589167 -0.8291667 0.8291667 strike pass called_strike
CU 4/16/2022 83.9 -1.96 6.06 Grimm, Justin 606132 518748 ball 14 R L R TOR OAK B 0 2 2.50 0.51 0 7 Bot 3.49 1.60 83.9 2506 661759 53.71 55 3 Curveball 5 5 5 5 5 5 5 37 0.000 0.017 190 -0.7083333 0.7083333 3.610833 1.479167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 93.4 -1.47 6.26 Grimm, Justin 665489 518748 called_strike 12 R R R TOR OAK S 0 0 1.04 2.88 2 7 Bot 3.70 1.71 94.2 2227 661759 53.67 57 1 4-Seam Fastball 5 5 5 5 5 5 5 204 0.000 -0.017 193 -0.7083333 0.7083333 3.820833 1.589167 -0.8291667 0.8291667 ball fail called_strike
CU 4/16/2022 83.6 -1.86 6.12 Grimm, Justin 665489 518748 ball 14 R R R TOR OAK B 0 1 1.47 0.75 2 7 Bot 3.59 1.60 83.5 2464 661759 53.78 57 2 Curveball 5 5 5 5 5 5 5 40 0.000 0.011 194 -0.7083333 0.7083333 3.710833 1.479167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 94.2 -2.79 5.04 Garcia, Yimi 640461 554340 ball 1 R R R TOR OAK B 0 1 -0.44 3.37 0 8 Top 3.26 1.38 93.1 2279 661759 54.85 58 2 4-Seam Fastball 5 5 5 5 5 5 5 229 0.000 0.025 197 -0.7083333 0.7083333 3.380833 1.259167 -0.8291667 0.8291667 strike fail ball
CU 4/16/2022 79.7 -2.82 5.17 Garcia, Yimi 462101 554340 ball 14 R R R TOR OAK B 0 1 0.84 0.87 1 8 Top 3.29 1.35 78.3 2749 661759 54.89 59 2 Curveball 5 5 5 5 5 5 5 56 0.000 0.016 200 -0.7083333 0.7083333 3.410833 1.229167 -0.8291667 0.8291667 ball pass ball
CU 4/16/2022 81.0 -2.85 5.17 Garcia, Yimi 462101 554340 ball 14 R R R TOR OAK B 1 1 1.01 0.94 1 8 Top 3.34 1.38 79.8 2662 661759 54.82 59 3 Curveball 5 5 5 5 5 5 5 83 0.000 0.033 201 -0.7083333 0.7083333 3.460833 1.259167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 93.6 -2.77 5.09 Garcia, Yimi 462101 554340 ball 13 R R R TOR OAK B 2 2 -0.27 0.63 1 8 Top 3.40 1.41 92.3 2210 661759 54.60 59 5 Sinker 5 5 5 5 5 5 5 226 0.000 0.073 203 -0.7083333 0.7083333 3.520833 1.289167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 88.9 -2.94 5.08 Garcia, Yimi 462101 554340 ball 9 R R R TOR OAK B 3 2 0.48 1.31 1 8 Top 3.23 1.41 88.4 2489 661759 54.52 59 6 Slider 5 5 5 5 5 5 5 204 -0.049 0.212 204 -0.7083333 0.7083333 3.350833 1.289167 -0.8291667 0.8291667 strike fail ball
SL 4/16/2022 87.6 -2.83 5.17 Garcia, Yimi 476704 554340 ball 14 R L R TOR OAK B 0 0 1.42 2.26 1 8 Top 3.59 1.85 86.6 2437 661759 54.83 60 1 Slider 5 5 5 5 5 5 5 199 0.000 0.042 205 -0.7083333 0.7083333 3.710833 1.729167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 91.9 -2.81 5.17 Garcia, Yimi 476704 554340 ball 13 R L R TOR OAK B 1 0 -1.24 1.37 1 8 Top 3.59 1.74 90.5 2138 661759 54.80 60 2 Sinker 5 5 5 5 5 5 5 225 0.000 0.080 206 -0.7083333 0.7083333 3.710833 1.619167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 93.0 -2.88 5.13 Garcia, Yimi 476704 554340 ball 13 R L R TOR OAK B 2 0 -1.29 2.07 1 8 Top 3.56 1.74 91.7 2179 661759 54.84 60 3 Sinker 5 5 5 5 5 5 5 220 0.000 0.108 207 -0.7083333 0.7083333 3.680833 1.619167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 90.7 -2.65 5.20 Garcia, Yimi 476704 554340 ball 11 R L R TOR OAK B 3 0 -1.06 3.10 1 8 Top 3.51 1.63 89.6 2088 661759 54.74 60 4 Sinker 5 5 5 5 5 5 5 230 -0.066 0.150 208 -0.7083333 0.7083333 3.630833 1.509167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 94.2 -2.82 5.10 Garcia, Yimi 669221 554340 ball 13 R R R TOR OAK B 0 0 -1.85 2.16 1 8 Top 3.53 1.68 93.3 2192 661759 54.63 61 1 Sinker 5 5 5 5 5 5 5 228 0.000 0.063 209 -0.7083333 0.7083333 3.650833 1.559167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 89.4 -2.84 5.12 Garcia, Yimi 669221 554340 called_strike 8 R R R TOR OAK S 1 0 0.08 2.13 1 8 Top 3.49 1.63 88.7 2455 661759 54.75 61 2 Slider 5 5 5 5 5 5 5 207 0.000 -0.089 210 -0.7083333 0.7083333 3.610833 1.509167 -0.8291667 0.8291667 strike pass called_strike
CH 4/16/2022 87.1 -2.73 5.22 Garcia, Yimi 669221 554340 ball 13 R R R TOR OAK B 1 1 -0.41 1.29 1 8 Top 3.49 1.68 86.0 1757 661759 54.69 61 3 Changeup 5 5 5 5 5 5 5 246 0.000 0.072 211 -0.7083333 0.7083333 3.610833 1.559167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 92.3 -2.73 5.23 Garcia, Yimi 669221 554340 ball 11 R R R TOR OAK B 2 1 -1.60 2.63 1 8 Top 3.49 1.68 90.7 2078 661759 54.91 61 4 Sinker 5 5 5 5 5 5 5 228 -0.107 0.172 212 -0.7083333 0.7083333 3.610833 1.559167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 94.6 -2.88 5.00 Garcia, Yimi 669221 554340 called_strike 5 R R R TOR OAK S 3 1 0.14 2.78 1 8 Top 3.43 1.63 93.9 2285 661759 54.69 61 5 4-Seam Fastball 5 5 5 5 5 5 5 236 0.000 -0.203 213 -0.7083333 0.7083333 3.550833 1.509167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 94.3 -2.86 5.03 Garcia, Yimi 669221 554340 called_strike 8 R R R TOR OAK S 3 2 -0.18 1.98 1 8 Top 3.43 1.63 93.9 2346 661759 54.61 61 6 4-Seam Fastball 5 5 5 5 5 5 5 229 0.164 -0.680 214 -0.7083333 0.7083333 3.550833 1.509167 -0.8291667 0.8291667 strike pass called_strike
CU 4/16/2022 83.6 -2.96 5.17 Garcia, Yimi 643393 554340 ball 3 R L R TOR OAK B 0 0 0.79 3.18 2 8 Top 3.18 1.54 83.1 2578 661759 54.76 62 1 Curveball 5 5 5 5 5 5 5 101 0.000 0.048 215 -0.7083333 0.7083333 3.300833 1.419167 -0.8291667 0.8291667 strike fail ball
SL 4/16/2022 81.9 -0.16 6.52 Jiménez, Dany 666971 666204 ball 9 R R R TOR OAK B 0 0 0.82 1.54 0 8 Bot 3.40 1.65 81.0 2189 661759 54.79 63 1 Slider 5 5 5 5 5 5 5 69 0.000 0.033 217 -0.7083333 0.7083333 3.520833 1.529167 -0.8291667 0.8291667 strike fail ball
SL 4/16/2022 81.6 -0.20 6.61 Jiménez, Dany 666971 666204 called_strike 6 R R R TOR OAK S 1 0 0.76 2.90 0 8 Bot 3.48 1.71 80.5 2267 661759 54.87 63 2 Slider 5 5 5 5 5 5 5 115 0.000 -0.043 218 -0.7083333 0.7083333 3.600833 1.589167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 93.8 -0.12 6.44 Jiménez, Dany 666971 666204 called_strike 12 R R R TOR OAK S 1 1 0.94 3.08 0 8 Bot 3.48 1.65 92.8 2013 661759 54.81 63 3 4-Seam Fastball 5 5 5 5 5 5 5 206 0.000 -0.054 219 -0.7083333 0.7083333 3.600833 1.529167 -0.8291667 0.8291667 ball fail called_strike
FF 4/16/2022 94.8 -0.27 6.48 Jiménez, Dany 666971 666204 ball 12 R R R TOR OAK B 1 2 0.10 5.78 0 8 Bot 3.55 1.60 93.9 2218 661759 54.73 63 4 4-Seam Fastball 5 5 5 5 5 5 5 192 0.000 0.037 220 -0.7083333 0.7083333 3.670833 1.479167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 83.3 -0.08 6.44 Jiménez, Dany 666971 666204 ball 14 R R R TOR OAK B 2 2 0.91 1.35 0 8 Bot 3.55 1.60 82.7 2370 661759 54.74 63 5 Slider 5 5 5 5 5 5 5 92 0.000 0.103 221 -0.7083333 0.7083333 3.670833 1.479167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 80.5 -0.20 6.54 Jiménez, Dany 666971 666204 called_strike 14 R R R TOR OAK S 3 2 1.05 1.89 0 8 Bot 3.40 1.57 80.0 2268 661759 54.78 63 6 Slider 5 5 5 5 5 5 5 100 -0.046 -0.299 222 -0.7083333 0.7083333 3.520833 1.449167 -0.8291667 0.8291667 ball fail called_strike
SL 4/16/2022 82.9 -0.18 6.54 Jiménez, Dany 656305 666204 called_strike 6 R R R TOR OAK S 0 0 0.60 2.48 1 8 Bot 3.37 1.57 82.3 2415 661759 54.85 64 1 Slider 5 5 5 5 5 5 5 83 0.000 -0.024 223 -0.7083333 0.7083333 3.490833 1.449167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 94.4 0.02 6.45 Jiménez, Dany 656305 666204 ball 12 R R R TOR OAK B 0 1 1.26 3.78 1 8 Bot 3.45 1.57 93.6 2191 661759 54.55 64 2 4-Seam Fastball 5 5 5 5 5 5 5 196 0.000 0.016 224 -0.7083333 0.7083333 3.570833 1.449167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 82.1 -0.21 6.45 Jiménez, Dany 656305 666204 called_strike 9 R R R TOR OAK S 1 1 0.75 1.86 1 8 Bot 3.37 1.54 81.6 2395 661759 54.75 64 3 Slider 5 5 5 5 5 5 5 86 0.000 -0.036 225 -0.7083333 0.7083333 3.490833 1.419167 -0.8291667 0.8291667 strike pass called_strike
SL 4/16/2022 83.6 -0.14 6.51 Jiménez, Dany 656305 666204 called_strike 14 R R R TOR OAK S 1 2 1.21 2.50 1 8 Bot 3.38 1.64 83.1 2401 661759 54.74 64 4 Slider 5 5 5 5 5 5 5 92 -0.034 -0.112 226 -0.7083333 0.7083333 3.500833 1.519167 -0.8291667 0.8291667 ball fail called_strike
FF 4/16/2022 94.5 -0.38 6.37 Jiménez, Dany 641470 666204 ball 1 R L R TOR OAK B 0 0 -0.51 3.76 2 8 Bot 3.73 1.68 93.5 2270 661759 54.73 65 1 4-Seam Fastball 5 5 5 5 5 5 5 198 0.000 0.015 227 -0.7083333 0.7083333 3.850833 1.559167 -0.8291667 0.8291667 strike fail ball
SL 4/16/2022 81.6 -0.21 6.44 Jiménez, Dany 641470 666204 called_strike 9 R L R TOR OAK S 1 0 0.62 2.25 2 8 Bot 3.70 1.65 80.8 2360 661759 54.86 65 2 Slider 5 5 5 5 5 5 5 76 0.000 -0.021 228 -0.7083333 0.7083333 3.820833 1.529167 -0.8291667 0.8291667 strike pass called_strike
SL 4/16/2022 83.2 -0.01 6.44 Jiménez, Dany 641470 666204 ball 14 R L R TOR OAK B 1 2 0.86 -0.14 2 8 Bot 3.56 1.57 82.9 2290 661759 54.49 65 4 Slider 5 5 5 5 5 5 5 131 0.000 0.014 230 -0.7083333 0.7083333 3.680833 1.449167 -0.8291667 0.8291667 ball pass ball
SL 4/16/2022 83.5 -0.23 6.40 Jiménez, Dany 641470 666204 ball 14 R L R TOR OAK B 2 2 1.10 -1.78 2 8 Bot 3.53 1.65 82.3 2252 661759 54.65 65 5 Slider 5 5 5 5 5 5 5 28 0.000 0.033 231 -0.7083333 0.7083333 3.650833 1.529167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 81.5 -1.62 6.05 Merryweather, Julian 641856 657240 ball 13 R L R TOR OAK B 0 2 -0.99 1.08 0 9 Top 3.29 1.46 82.2 1299 661759 53.89 66 4 Changeup 5 5 5 5 5 5 5 221 0.000 0.017 236 -0.7083333 0.7083333 3.410833 1.339167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 97.4 -1.98 5.88 Merryweather, Julian 641856 657240 called_strike 13 R L R TOR OAK S 1 2 -0.90 2.06 0 9 Top 3.30 1.61 98.3 2199 661759 53.65 66 5 4-Seam Fastball 5 5 5 5 5 5 5 216 0.058 -0.158 237 -0.7083333 0.7083333 3.420833 1.489167 -0.8291667 0.8291667 ball fail called_strike
CU 4/16/2022 80.0 -1.79 6.00 Merryweather, Julian 542194 657240 called_strike 1 R R R TOR OAK S 0 0 -0.33 3.21 1 9 Top 3.56 1.71 79.9 2347 661759 54.02 67 1 Curveball 5 5 5 5 5 5 5 25 0.000 -0.024 238 -0.7083333 0.7083333 3.680833 1.589167 -0.8291667 0.8291667 strike pass called_strike
CU 4/16/2022 80.4 -1.80 5.99 Merryweather, Julian 542194 657240 ball 11 R R R TOR OAK B 0 2 -1.14 4.13 1 9 Top 3.49 1.65 80.5 2055 661759 53.97 67 6 Curveball 5 5 5 5 5 5 5 33 0.000 0.011 243 -0.7083333 0.7083333 3.610833 1.529167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 97.2 -1.88 5.95 Merryweather, Julian 665506 657240 ball 13 R R R TOR OAK B 0 0 -0.11 1.28 1 9 Top 3.51 1.60 97.9 2271 661759 53.76 68 1 4-Seam Fastball 5 5 5 5 5 5 5 213 0.000 0.042 246 -0.7083333 0.7083333 3.630833 1.479167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 81.8 -1.78 6.07 Merryweather, Julian 664913 657240 called_strike 9 R L R TOR OAK S 0 0 0.31 2.08 1 9 Top 3.41 1.62 82.5 1374 661759 53.77 69 1 Changeup 5 7 7 5 7 5 7 222 0.000 -0.024 248 -0.7083333 0.7083333 3.530833 1.499167 -0.8291667 0.8291667 strike pass called_strike
CU 4/16/2022 80.1 -1.86 6.04 Merryweather, Julian 664913 657240 ball 11 R L R TOR OAK B 0 1 -1.28 4.49 1 9 Top 3.40 1.54 80.2 1812 661759 54.00 69 2 Curveball 5 7 7 5 7 5 7 27 0.000 0.016 249 -0.7083333 0.7083333 3.520833 1.419167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 96.3 -1.85 6.03 Merryweather, Julian 664913 657240 ball 1 R L R TOR OAK B 1 1 -0.78 3.38 1 9 Top 3.53 1.68 96.5 1951 661759 53.86 69 3 4-Seam Fastball 5 7 7 5 7 5 7 215 0.000 0.033 250 -0.7083333 0.7083333 3.650833 1.559167 -0.8291667 0.8291667 strike fail ball
CH 4/16/2022 81.3 -1.65 6.08 Merryweather, Julian 664913 657240 called_strike 4 R L R TOR OAK S 2 1 -0.32 2.45 1 9 Top 3.41 1.54 81.5 1342 661759 53.94 69 4 Changeup 5 7 7 5 7 5 7 222 0.000 -0.046 251 -0.7083333 0.7083333 3.530833 1.419167 -0.8291667 0.8291667 strike pass called_strike
SL 4/16/2022 89.0 -1.74 6.02 Merryweather, Julian 640461 657240 called_strike 6 R R R TOR OAK S 0 0 0.79 2.37 2 9 Top 3.62 1.65 89.6 2241 661759 53.82 70 1 Slider 5 7 7 5 7 5 7 352 0.000 -0.017 253 -0.7083333 0.7083333 3.740833 1.529167 -0.8291667 0.8291667 strike pass called_strike
FF 4/16/2022 96.8 -1.33 6.22 Trivino, Lou 672386 642152 ball 12 R R R TOR OAK B 0 0 1.06 2.37 0 9 Bot 2.93 1.32 96.4 2059 661759 54.06 71 1 4-Seam Fastball 5 7 5 7 7 5 5 227 0.000 0.033 256 -0.7083333 0.7083333 3.050833 1.199167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 96.7 -1.35 6.11 Trivino, Lou 672386 642152 ball 14 R R R TOR OAK B 1 0 1.51 2.05 0 9 Bot 3.18 1.40 96.4 1960 661759 54.08 71 2 4-Seam Fastball 5 7 5 7 7 5 5 226 0.000 0.063 257 -0.7083333 0.7083333 3.300833 1.279167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 96.7 -1.41 6.14 Trivino, Lou 672386 642152 ball 14 R R R TOR OAK B 2 0 0.96 1.55 0 9 Bot 2.96 1.29 96.4 2113 661759 54.14 71 3 Sinker 5 7 5 7 7 5 5 223 0.000 0.134 258 -0.7083333 0.7083333 3.080833 1.169167 -0.8291667 0.8291667 ball pass ball
FF 4/16/2022 96.3 -1.38 6.21 Trivino, Lou 672386 642152 called_strike 3 R R R TOR OAK S 3 0 0.54 2.75 0 9 Bot 3.04 1.38 95.5 1980 661759 54.30 71 4 4-Seam Fastball 5 7 5 7 7 5 5 219 0.000 -0.076 259 -0.7083333 0.7083333 3.160833 1.259167 -0.8291667 0.8291667 strike pass called_strike
SI 4/16/2022 96.9 -1.45 6.16 Trivino, Lou 672386 642152 ball 11 R R R TOR OAK B 3 1 -0.64 3.29 0 9 Bot 3.15 1.46 96.7 2081 661759 54.11 71 5 Sinker 5 7 5 7 7 5 5 221 0.090 0.245 260 -0.7083333 0.7083333 3.270833 1.339167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 96.6 -1.40 6.19 Trivino, Lou 669289 642152 called_strike 13 R R R TOR OAK S 0 0 -1.03 2.22 0 9 Bot 3.56 1.65 96.2 2035 661759 54.22 72 1 Sinker 5 7 5 7 7 5 5 223 0.000 -0.066 261 -0.7083333 0.7083333 3.680833 1.529167 -0.8291667 0.8291667 ball fail called_strike
CH 4/16/2022 87.6 -1.36 6.09 Trivino, Lou 669289 642152 ball 14 R R R TOR OAK B 0 2 0.83 1.00 0 9 Bot 3.56 1.49 87.7 1851 661759 53.88 72 3 Changeup 5 7 5 7 7 5 5 261 0.000 0.042 263 -0.7083333 0.7083333 3.680833 1.369167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 97.5 -1.33 6.20 Trivino, Lou 669289 642152 ball 14 R R R TOR OAK B 1 2 0.53 1.46 0 9 Bot 3.59 1.60 97.0 2123 661759 54.24 72 4 Sinker 5 7 5 7 7 5 5 222 0.000 0.085 264 -0.7083333 0.7083333 3.710833 1.479167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 93.8 -1.16 6.28 Trivino, Lou 543807 642152 ball 14 R R R TOR OAK B 0 0 1.66 2.08 1 9 Bot 3.49 1.51 93.7 2237 661759 54.27 73 1 Cutter 5 7 5 7 7 5 5 212 0.000 0.042 266 -0.7083333 0.7083333 3.610833 1.389167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 96.4 -1.28 6.23 Trivino, Lou 543807 642152 ball 11 R R R TOR OAK B 1 1 -0.86 4.10 1 9 Bot 3.49 1.49 96.4 2006 661759 54.28 73 3 Sinker 5 7 5 7 7 5 5 244 0.000 0.073 268 -0.7083333 0.7083333 3.610833 1.369167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 88.0 -1.52 6.14 Trivino, Lou 543807 642152 ball 11 R R R TOR OAK B 2 1 -0.99 2.84 1 9 Bot 3.45 1.51 88.0 1660 661759 54.12 73 4 Changeup 5 7 5 7 7 5 5 263 0.000 0.102 269 -0.7083333 0.7083333 3.570833 1.389167 -0.8291667 0.8291667 ball pass ball
SI 4/16/2022 96.2 -1.42 6.18 Trivino, Lou 606132 642152 ball 11 R L R TOR OAK B 0 0 -2.18 3.94 2 9 Bot 3.48 1.62 96.0 2023 661759 54.28 74 1 Sinker 5 7 5 7 7 5 5 219 0.002 0.032 272 -0.7083333 0.7083333 3.600833 1.499167 -0.8291667 0.8291667 ball pass ball
CH 4/16/2022 88.4 -1.45 6.18 Trivino, Lou 606132 642152 ball 11 R L R TOR OAK B 1 1 -1.55 2.95 2 9 Bot 3.49 1.65 88.0 1701 661759 54.32 74 3 Changeup 5 7 5 7 7 5 5 263 0.000 0.036 274 -0.7083333 0.7083333 3.610833 1.529167 -0.8291667 0.8291667 ball pass ball
FC 4/16/2022 85.0 2.15 6.06 Ryu, Hyun Jin 640461 547943 hit_into_play 1 R R L TOR OAK X 3 1 -0.48 2.98 0 1 Top 3.47 1.59 84.8 1993 661759 54.14 1 5 Cutter 0 0 0 0 0 0 0 152 0.022 -0.375 5 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 88.9 2.01 6.08 Ryu, Hyun Jin 462101 547943 swinging_strike 4 R R L TOR OAK S 0 0 -0.31 2.62 1 1 Top 3.37 1.53 88.6 2017 661759 53.93 2 1 4-Seam Fastball 0 0 0 0 0 0 0 133 0.000 -0.024 6 NA NA NA NA NA NA swinging_strike pass swinging_strike
FC 4/16/2022 87.3 2.02 6.06 Ryu, Hyun Jin 462101 547943 hit_into_play 13 R R L TOR OAK X 0 2 -1.30 2.41 1 1 Top 3.37 1.53 87.4 2003 661759 54.01 2 3 Cutter 0 0 0 0 0 0 0 151 0.015 -0.100 8 NA NA NA NA NA NA hit_into_play pass hit_into_play
CU 4/16/2022 70.6 1.84 6.23 Ryu, Hyun Jin 476704 547943 foul 6 R R L TOR OAK S 1 1 0.31 2.40 2 1 Top 3.37 1.53 69.7 2586 661759 54.23 3 3 Curveball 0 0 0 0 0 0 0 328 0.000 -0.023 11 NA NA NA NA NA NA foul pass foul
CH 4/16/2022 86.9 -2.00 6.16 Blackburn, Paul 606132 621112 foul 14 R L R TOR OAK S 0 1 0.01 1.47 0 1 Bot 3.49 1.60 86.9 2062 661759 54.23 4 2 Changeup 0 0 0 0 0 0 0 220 0.000 -0.046 14 NA NA NA NA NA NA foul pass foul
CU 4/16/2022 79.9 -1.90 6.03 Blackburn, Paul 606132 621112 hit_into_play 9 R L R TOR OAK X 0 2 0.77 1.91 0 1 Bot 3.49 1.60 79.0 2594 661759 54.38 4 3 Curveball 0 0 0 0 0 0 0 25 0.060 0.714 15 NA NA NA NA NA NA hit_into_play pass hit_into_play
FC 4/16/2022 88.6 -1.81 6.09 Blackburn, Paul 666182 621112 swinging_strike 6 R R R TOR OAK S 0 0 0.30 2.72 0 1 Bot 3.37 1.53 88.6 2448 661759 54.30 5 1 Cutter 0 0 0 0 0 0 0 181 0.000 -0.056 16 NA NA NA NA NA NA swinging_strike pass swinging_strike
SI 4/16/2022 92.6 -1.66 6.08 Blackburn, Paul 666182 621112 hit_into_play 11 R R R TOR OAK X 0 1 -0.97 2.54 0 1 Bot 3.37 1.53 92.6 2057 661759 54.25 5 2 Sinker 0 0 0 0 0 0 0 211 -0.010 -0.205 17 NA NA NA NA NA NA hit_into_play pass hit_into_play
SI 4/16/2022 89.0 -1.74 6.09 Blackburn, Paul 665489 621112 hit_into_play 13 R R R TOR OAK X 1 0 -0.44 1.06 1 1 Bot 3.47 1.59 89.1 2003 661759 54.13 6 2 Sinker 0 0 0 0 0 1 1 225 0.054 0.530 19 NA NA NA NA NA NA hit_into_play pass hit_into_play
SI 4/16/2022 92.7 -1.67 6.01 Blackburn, Paul 666971 621112 hit_into_play 6 R R R TOR OAK X 1 1 0.55 2.86 2 1 Bot 3.55 1.63 92.7 1979 661759 54.19 7 3 Sinker 1 0 1 0 0 1 1 219 -0.009 -0.093 22 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 78.3 2.16 6.02 Ryu, Hyun Jin 669221 547943 hit_into_play 6 R R L TOR OAK X 1 0 0.46 2.44 0 2 Top 3.49 1.60 78.4 1508 661759 53.95 8 2 Changeup 1 0 0 1 0 1 0 120 -0.066 0.600 24 NA NA NA NA NA NA hit_into_play pass hit_into_play
CU 4/16/2022 69.9 2.17 6.32 Ryu, Hyun Jin 641914 547943 hit_into_play 1 R R L TOR OAK X 0 0 -0.53 2.87 0 2 Top 3.37 1.53 69.2 2472 661759 54.25 9 1 Curveball 1 0 0 1 1 1 1 320 -0.106 0.654 25 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 79.1 2.38 5.95 Ryu, Hyun Jin 675656 547943 foul_bunt 3 R R L TOR OAK S 0 0 0.30 2.82 0 2 Top 3.37 1.53 79.4 1727 661759 53.97 10 1 Changeup 1 1 1 1 1 1 1 124 0.000 -0.056 26 NA NA NA NA NA NA foul_bunt pass swinging_strike
FC 4/16/2022 84.6 2.03 6.14 Ryu, Hyun Jin 675656 547943 foul 13 R R L TOR OAK S 1 1 -1.18 2.21 0 2 Top 3.37 1.53 85.2 1928 661759 53.98 10 3 Cutter 1 1 1 1 1 1 1 151 0.000 -0.090 28 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 88.3 2.15 6.04 Ryu, Hyun Jin 675656 547943 hit_into_play 2 R R L TOR OAK X 1 2 -0.05 3.10 0 2 Top 3.37 1.53 88.3 2056 661759 53.84 10 4 4-Seam Fastball 1 1 1 1 2 1 2 134 -0.101 1.081 29 NA NA NA NA NA NA hit_into_play pass hit_into_play
FC 4/16/2022 84.5 2.11 6.13 Ryu, Hyun Jin 542194 547943 swinging_strike 13 R R L TOR OAK S 1 0 -1.19 1.95 0 2 Top 3.49 1.60 84.8 2052 661759 53.96 11 2 Cutter 1 2 2 1 2 1 2 158 0.000 -0.063 31 NA NA NA NA NA NA swinging_strike pass swinging_strike
FC 4/16/2022 85.5 2.11 6.14 Ryu, Hyun Jin 542194 547943 hit_into_play 1 R R L TOR OAK X 1 1 -0.67 3.10 0 2 Top 3.49 1.60 85.8 1986 661759 53.95 11 3 Cutter 1 2 2 1 3 1 3 147 -0.088 0.991 32 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 87.5 2.07 6.03 Ryu, Hyun Jin 665506 547943 foul 6 R R L TOR OAK S 0 0 0.52 2.55 0 2 Top 3.47 1.59 87.6 1928 661759 53.97 12 1 4-Seam Fastball 1 3 3 1 3 1 3 138 0.000 -0.056 33 NA NA NA NA NA NA foul pass foul
FC 4/16/2022 85.6 2.07 6.07 Ryu, Hyun Jin 665506 547943 hit_into_play 2 R R L TOR OAK X 1 1 -0.07 3.16 0 2 Top 3.47 1.59 85.8 1959 661759 54.06 12 3 Cutter 1 3 3 1 3 1 3 150 0.032 -0.341 35 NA NA NA NA NA NA hit_into_play pass hit_into_play
CU 4/16/2022 71.6 1.79 6.25 Ryu, Hyun Jin 623515 547943 hit_into_play 6 R R L TOR OAK X 1 1 0.56 2.25 1 2 Top 3.47 1.59 71.1 2662 661759 54.02 13 3 Curveball 1 3 3 1 3 1 3 326 0.026 -0.305 38 NA NA NA NA NA NA hit_into_play pass hit_into_play
FC 4/16/2022 85.0 1.98 6.02 Ryu, Hyun Jin 640461 547943 foul 1 R R L TOR OAK S 1 0 -0.60 3.09 2 2 Top 3.47 1.59 85.9 1934 661759 53.77 14 2 Cutter 1 3 3 1 3 1 3 157 0.000 -0.053 40 NA NA NA NA NA NA foul pass foul
FC 4/16/2022 85.6 2.06 6.02 Ryu, Hyun Jin 640461 547943 hit_into_play 2 R R L TOR OAK X 1 1 -0.15 3.36 2 2 Top 3.47 1.59 86.4 1863 661759 53.97 14 3 Cutter 1 3 3 1 3 1 3 146 0.026 -0.298 41 NA NA NA NA NA NA hit_into_play pass hit_into_play
SI 4/16/2022 92.6 -1.47 6.01 Blackburn, Paul 656305 621112 foul 3 R R R TOR OAK S 3 2 0.58 3.34 0 2 Bot 3.37 1.53 92.8 2062 661759 54.12 15 6 Sinker 1 3 1 3 3 1 1 202 0.000 0.000 47 NA NA NA NA NA NA foul pass foul
SI 4/16/2022 93.6 -1.61 5.96 Blackburn, Paul 656305 621112 swinging_strike 9 R R R TOR OAK S 3 2 0.28 1.84 0 2 Bot 3.37 1.53 93.8 2069 661759 54.07 15 7 Sinker 1 3 1 3 3 1 1 206 -0.024 -0.299 48 NA NA NA NA NA NA swinging_strike pass swinging_strike
SI 4/16/2022 92.3 -1.75 6.04 Blackburn, Paul 641470 621112 swinging_strike 11 R L R TOR OAK S 2 1 -1.25 3.40 1 2 Bot 3.49 1.60 92.5 1980 661759 54.18 16 4 Sinker 1 3 1 3 3 1 1 209 0.000 -0.046 52 NA NA NA NA NA NA swinging_strike pass swinging_strike
FF 4/16/2022 93.9 -1.80 5.90 Blackburn, Paul 641470 621112 hit_into_play 5 R L R TOR OAK X 2 2 -0.25 2.43 1 2 Bot 3.49 1.60 93.8 2276 661759 54.17 16 5 4-Seam Fastball 1 3 1 3 3 1 1 210 0.027 0.284 53 NA NA NA NA NA NA hit_into_play pass hit_into_play
SI 4/16/2022 92.3 -1.51 5.97 Blackburn, Paul 672386 621112 hit_into_play 2 R R R TOR OAK X 2 1 0.06 3.05 1 2 Bot 3.26 1.48 92.2 1995 661759 54.20 17 4 Sinker 1 3 1 3 3 1 1 205 -0.030 -0.357 57 NA NA NA NA NA NA hit_into_play pass hit_into_play
SI 4/16/2022 93.4 -1.50 6.03 Blackburn, Paul 669289 621112 hit_into_play 7 R R R TOR OAK X 1 2 -0.31 1.96 2 2 Bot 3.30 1.50 93.5 1989 661759 54.16 18 4 Sinker 1 3 1 3 3 1 1 207 -0.025 -0.158 61 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 88.3 2.14 5.91 Ryu, Hyun Jin 462101 547943 foul 8 R R L TOR OAK S 2 0 -0.04 1.88 0 3 Top 3.37 1.53 88.7 1986 661759 53.78 19 3 4-Seam Fastball 1 3 3 1 3 1 3 130 0.000 -0.056 64 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 89.6 2.10 5.94 Ryu, Hyun Jin 462101 547943 hit_into_play 2 R R L TOR OAK X 3 1 0.00 2.85 0 3 Top 3.37 1.53 89.8 1972 661759 54.06 19 5 4-Seam Fastball 1 3 3 1 3 1 3 134 0.017 -0.375 66 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 79.9 2.22 5.86 Ryu, Hyun Jin 476704 547943 swinging_strike 6 R R L TOR OAK S 0 0 0.54 2.54 1 3 Top 3.37 1.53 80.2 1635 661759 53.88 20 1 Changeup 1 3 3 1 3 1 3 124 0.000 -0.024 67 NA NA NA NA NA NA swinging_strike pass swinging_strike
CH 4/16/2022 79.4 2.15 5.84 Ryu, Hyun Jin 476704 547943 hit_into_play 7 R R L TOR OAK X 1 1 -0.32 1.88 1 3 Top 3.37 1.53 79.8 1723 661759 53.88 20 3 Changeup 1 3 3 1 3 1 3 123 -0.018 0.270 69 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 88.2 2.09 5.87 Ryu, Hyun Jin 669221 547943 hit_into_play 5 R R L TOR OAK X 2 0 0.23 2.65 1 3 Top 3.49 1.60 88.6 2015 661759 53.78 21 3 4-Seam Fastball 1 3 3 1 5 1 5 128 -0.137 1.597 72 NA NA NA NA NA NA hit_into_play pass hit_into_play
CU 4/16/2022 71.5 1.91 6.13 Ryu, Hyun Jin 641914 547943 hit_into_play 8 R R L TOR OAK X 0 0 -0.22 2.01 1 3 Top 3.37 1.53 70.8 2631 661759 54.12 22 1 Curveball 1 5 5 1 5 1 5 322 0.006 -0.156 73 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 78.8 2.23 5.87 Ryu, Hyun Jin 675656 547943 hit_into_play 14 R R L TOR OAK X 0 0 0.83 2.34 2 3 Top 3.37 1.53 78.9 1564 661759 53.90 23 1 Changeup 1 5 5 1 5 1 5 122 0.005 -0.099 74 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 86.4 -1.72 6.11 Blackburn, Paul 605548 621112 swinging_strike 13 R L R TOR OAK S 2 1 -1.21 2.31 0 3 Bot 3.55 1.63 86.4 1763 661759 54.31 24 4 Changeup 1 5 1 5 5 1 1 218 0.000 -0.066 78 NA NA NA NA NA NA swinging_strike pass swinging_strike
CU 4/16/2022 79.9 -1.73 5.96 Blackburn, Paul 605548 621112 hit_into_play 7 R L R TOR OAK X 2 2 -0.39 2.18 0 3 Bot 3.55 1.63 79.0 2648 661759 54.35 24 5 Curveball 1 5 1 5 5 1 1 33 -0.019 -0.195 79 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 86.9 -1.66 6.13 Blackburn, Paul 606132 621112 hit_into_play 5 R L R TOR OAK X 1 0 -0.05 2.20 1 3 Bot 3.49 1.60 87.1 1966 661759 54.22 25 2 Changeup 1 5 1 5 5 1 1 213 -0.012 -0.178 81 NA NA NA NA NA NA hit_into_play pass hit_into_play
SL 4/16/2022 79.8 -1.59 6.05 Blackburn, Paul 666182 621112 foul 9 R R R TOR OAK S 0 0 0.46 1.86 2 3 Bot 3.37 1.53 79.3 2675 661759 54.30 26 1 Slider 1 5 1 5 5 1 1 36 0.000 -0.017 82 NA NA NA NA NA NA foul pass foul
SI 4/16/2022 92.5 -1.55 5.94 Blackburn, Paul 666182 621112 hit_into_play 11 R R R TOR OAK X 1 2 -1.04 2.89 2 3 Bot 3.37 1.53 92.8 1995 661759 54.12 26 4 Sinker 1 5 1 5 5 1 1 207 -0.007 -0.070 85 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 80.1 2.29 5.89 Ryu, Hyun Jin 542194 547943 hit_into_play 6 R R L TOR OAK X 2 1 0.74 2.37 0 4 Top 3.49 1.60 80.2 1546 661759 53.88 27 4 Changeup 1 5 5 1 5 1 5 119 0.008 -0.261 89 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 80.0 2.24 5.92 Ryu, Hyun Jin 665506 547943 swinging_strike 6 R R L TOR OAK S 1 0 0.31 2.35 1 4 Top 3.47 1.59 80.5 1648 661759 53.69 28 2 Changeup 1 5 5 1 5 1 5 123 0.000 -0.031 91 NA NA NA NA NA NA swinging_strike pass swinging_strike
CH 4/16/2022 79.0 2.17 5.88 Ryu, Hyun Jin 665506 547943 hit_into_play 14 R R L TOR OAK X 1 1 1.24 2.38 1 4 Top 3.47 1.59 79.1 1617 661759 53.99 28 3 Changeup 1 5 5 1 5 1 5 117 0.006 -0.148 92 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 89.7 2.19 5.90 Ryu, Hyun Jin 623515 547943 hit_into_play 6 R R L TOR OAK X 1 0 0.65 2.21 2 4 Top 3.47 1.59 90.1 1986 661759 53.76 29 2 4-Seam Fastball 1 5 5 1 5 1 5 131 0.005 -0.114 94 NA NA NA NA NA NA hit_into_play pass hit_into_play
SI 4/16/2022 92.2 -1.63 5.96 Blackburn, Paul 665489 621112 hit_into_play 13 R R R TOR OAK X 0 1 -1.11 2.27 0 4 Bot 3.47 1.59 92.2 2094 661759 54.20 30 2 Sinker 1 5 1 5 5 1 1 203 -0.019 -0.187 96 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 87.0 -1.49 6.08 Blackburn, Paul 666971 621112 hit_into_play 5 R R R TOR OAK X 2 1 -0.19 2.54 1 4 Bot 3.55 1.63 87.3 1835 661759 54.21 31 4 Changeup 1 5 1 5 5 1 1 214 0.021 0.237 100 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 86.8 -1.56 6.12 Blackburn, Paul 656305 621112 foul 5 R R R TOR OAK S 0 0 -0.18 2.28 1 4 Bot 3.37 1.53 87.2 1763 661759 54.18 32 1 Changeup 1 5 1 5 5 1 1 214 0.000 -0.048 101 NA NA NA NA NA NA foul pass foul
SI 4/16/2022 92.0 -1.42 6.02 Blackburn, Paul 656305 621112 hit_into_play 4 R R R TOR OAK X 1 1 -0.75 2.78 1 4 Bot 3.37 1.53 92.2 1887 661759 54.22 32 3 Sinker 1 5 1 5 5 1 1 206 0.034 0.499 103 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 86.3 -1.57 6.12 Blackburn, Paul 641470 621112 swinging_strike 13 R L R TOR OAK S 2 1 -1.20 2.42 1 4 Bot 3.49 1.60 86.3 1778 661759 54.22 33 4 Changeup 1 5 1 5 5 1 1 208 0.000 -0.130 107 NA NA NA NA NA NA swinging_strike pass swinging_strike
CH 4/16/2022 87.7 -1.50 6.11 Blackburn, Paul 641470 621112 foul 9 R L R TOR OAK S 2 2 0.33 1.64 1 4 Bot 3.49 1.60 87.8 1975 661759 54.06 33 5 Changeup 1 5 1 5 5 1 1 213 0.000 0.000 108 NA NA NA NA NA NA foul pass foul
CH 4/16/2022 87.7 -1.58 6.09 Blackburn, Paul 641470 621112 hit_into_play 7 R L R TOR OAK X 2 2 -0.77 2.00 1 4 Bot 3.49 1.60 87.9 1900 661759 54.21 33 6 Changeup 1 5 1 5 5 2 2 210 0.080 0.994 109 NA NA NA NA NA NA hit_into_play pass hit_into_play
SL 4/16/2022 79.3 -1.63 5.97 Blackburn, Paul 672386 621112 hit_into_play 6 R R R TOR OAK X 0 1 0.77 2.30 1 4 Bot 3.26 1.48 78.7 2696 661759 54.35 34 2 Slider 2 5 2 5 5 2 2 38 -0.095 -0.534 111 NA NA NA NA NA NA hit_into_play pass hit_into_play
SL 4/16/2022 81.3 -1.49 5.45 Thornton, Trent 640461 663423 hit_into_play 9 R R R TOR OAK X 0 1 0.79 2.11 0 5 Top 3.47 1.59 81.1 2847 661759 54.39 35 2 Slider 2 5 5 2 5 2 5 59 -0.018 0.429 113 NA NA NA NA NA NA hit_into_play pass hit_into_play
SI 4/16/2022 89.9 -0.72 5.71 Thornton, Trent 462101 663423 hit_into_play 7 R R R TOR OAK X 1 1 -0.76 2.00 0 5 Top 3.37 1.53 89.8 2056 661759 54.36 36 3 Sinker 2 5 5 2 5 2 5 200 0.038 -0.494 116 NA NA NA NA NA NA hit_into_play pass hit_into_play
SL 4/16/2022 80.8 -1.37 5.43 Thornton, Trent 476704 663423 hit_into_play 12 R L R TOR OAK X 2 1 1.26 2.63 2 5 Top 3.37 1.53 80.3 2929 661759 54.49 37 4 Slider 2 5 5 2 5 2 5 64 0.005 -0.114 120 NA NA NA NA NA NA hit_into_play pass hit_into_play
SI 4/16/2022 90.3 -1.49 6.01 Blackburn, Paul 669289 621112 foul 4 R R R TOR OAK S 1 1 -0.63 2.66 0 5 Bot 3.30 1.50 90.4 2125 661759 54.30 38 3 Sinker 2 5 2 5 5 2 2 209 0.000 -0.054 123 NA NA NA NA NA NA foul pass foul
SL 4/16/2022 79.0 -1.73 5.93 Blackburn, Paul 669289 621112 swinging_strike 6 R R R TOR OAK S 2 2 0.57 2.20 0 5 Bot 3.30 1.50 78.4 2596 661759 54.25 38 5 Slider 2 5 2 5 5 2 2 39 -0.025 -0.195 125 NA NA NA NA NA NA swinging_strike pass swinging_strike
CH 4/16/2022 85.9 -1.62 6.03 Blackburn, Paul 605548 621112 swinging_strike 8 R L R TOR OAK S 1 0 -0.04 1.64 1 5 Bot 3.55 1.63 86.2 1925 661759 54.14 39 2 Changeup 2 5 2 5 5 2 2 218 0.000 -0.031 127 NA NA NA NA NA NA swinging_strike pass swinging_strike
SI 4/16/2022 91.7 -1.80 5.88 Blackburn, Paul 605548 621112 swinging_strike 11 R L R TOR OAK S 1 1 -1.27 2.84 1 5 Bot 3.55 1.63 92.0 2075 661759 54.12 39 3 Sinker 2 5 2 5 5 2 2 207 0.000 -0.036 128 NA NA NA NA NA NA swinging_strike pass swinging_strike
SI 4/16/2022 91.2 -1.66 5.91 Blackburn, Paul 606132 621112 hit_into_play 9 R L R TOR OAK X 3 1 0.41 1.88 2 5 Bot 3.49 1.60 91.2 2068 661759 54.20 40 5 Sinker 2 5 2 5 5 2 2 215 -0.010 -0.153 135 NA NA NA NA NA NA hit_into_play pass hit_into_play
SL 4/16/2022 79.4 -1.59 5.38 Thornton, Trent 669221 663423 hit_into_play 5 R R R TOR OAK X 0 1 0.16 2.72 0 6 Top 3.49 1.60 78.6 2892 661759 54.71 41 2 Slider 2 5 5 2 5 2 5 67 0.010 -0.187 137 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 93.3 -0.72 5.82 Thornton, Trent 641914 663423 foul 3 R R R TOR OAK S 0 1 0.45 3.12 1 6 Top 3.37 1.53 93.0 2328 661759 54.46 42 2 4-Seam Fastball 2 5 5 2 5 2 5 197 0.000 -0.031 139 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 93.7 -0.70 5.82 Thornton, Trent 641914 663423 foul 9 R R R TOR OAK S 2 2 0.45 1.89 1 6 Top 3.37 1.53 93.6 2440 661759 54.16 42 5 4-Seam Fastball 2 5 5 2 5 2 5 203 0.000 0.000 142 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 93.6 -0.54 5.78 Thornton, Trent 641914 663423 swinging_strike 3 R R R TOR OAK S 2 2 0.47 3.03 1 6 Top 3.37 1.53 93.2 2404 661759 54.32 42 6 4-Seam Fastball 2 5 5 2 5 2 5 198 0.008 -0.134 143 NA NA NA NA NA NA swinging_strike pass swinging_strike
SL 4/16/2022 80.4 -1.49 5.24 Thornton, Trent 675656 663423 foul 14 R R R TOR OAK S 0 1 0.96 1.67 2 6 Top 3.37 1.53 79.4 2867 661759 54.54 43 2 Slider 2 5 5 2 5 2 5 62 0.000 -0.023 145 NA NA NA NA NA NA foul pass foul
SL 4/16/2022 80.4 -1.38 5.28 Thornton, Trent 675656 663423 swinging_strike 9 R R R TOR OAK S 1 2 0.31 1.86 2 6 Top 3.37 1.53 80.2 2987 661759 54.40 43 4 Slider 2 5 5 2 5 2 5 63 0.005 -0.070 147 NA NA NA NA NA NA swinging_strike pass swinging_strike
SL 4/16/2022 88.3 -2.10 5.80 Acevedo, Domingo 666182 642758 hit_into_play 2 R R R TOR OAK X 1 1 -0.24 3.33 0 6 Bot 3.37 1.53 86.6 2232 661759 55.23 44 3 Slider 2 5 2 5 5 2 2 242 -0.026 -0.212 150 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 86.8 -1.87 5.91 Acevedo, Domingo 665489 642758 foul 13 R R R TOR OAK S 1 0 -1.07 2.52 1 6 Bot 3.47 1.59 85.6 2003 661759 54.92 45 2 Changeup 2 5 2 5 5 2 2 247 0.000 -0.031 152 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 94.2 -1.68 5.57 Acevedo, Domingo 665489 642758 hit_into_play 2 R R R TOR OAK X 1 1 0.25 3.21 1 6 Bot 3.47 1.59 92.8 2148 661759 54.87 45 3 4-Seam Fastball 2 5 2 5 5 2 2 235 -0.017 -0.148 153 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 92.6 -1.62 5.49 Acevedo, Domingo 666971 642758 hit_into_play 8 R R R TOR OAK X 3 2 0.15 2.18 2 6 Bot 3.55 1.63 90.9 2085 661759 55.03 46 6 4-Seam Fastball 2 5 2 5 5 2 2 237 0.014 0.100 159 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 94.1 -1.89 5.48 Acevedo, Domingo 656305 642758 hit_into_play 4 R R R TOR OAK X 0 0 -0.49 2.77 2 6 Bot 3.37 1.53 92.5 2186 661759 54.90 47 1 4-Seam Fastball 2 5 2 5 5 4 4 231 0.197 1.880 160 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 94.0 -1.73 5.62 Acevedo, Domingo 641470 642758 hit_into_play 5 R L R TOR OAK X 0 0 -0.07 2.37 2 6 Bot 3.49 1.60 92.2 2279 661759 55.02 48 1 4-Seam Fastball 4 5 4 5 5 5 5 233 0.198 1.000 161 NA NA NA NA NA NA hit_into_play pass hit_into_play
SL 4/16/2022 86.2 -2.32 5.64 Acevedo, Domingo 672386 642758 hit_into_play 4 R R R TOR OAK X 0 1 -0.42 2.41 2 6 Bot 3.26 1.48 84.4 2125 661759 55.40 49 2 Slider 5 5 5 5 5 5 5 248 0.019 0.134 163 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 93.0 -1.87 5.49 Acevedo, Domingo 669289 642758 hit_into_play 2 R R R TOR OAK X 2 1 0.03 3.19 2 6 Bot 3.30 1.50 91.4 2149 661759 54.82 50 4 4-Seam Fastball 5 5 5 5 5 5 5 235 0.029 0.268 167 NA NA NA NA NA NA hit_into_play pass hit_into_play
CU 4/16/2022 80.8 -1.65 6.22 Grimm, Justin 605548 518748 swinging_strike_blocked 14 R L R TOR OAK S 0 0 0.55 0.49 2 6 Bot 3.55 1.63 81.2 2090 661759 53.56 51 1 Curveball 5 5 5 5 5 5 5 32 0.000 -0.061 168 NA NA NA NA NA NA swinging_strike_blocked pass swinging_strike
CU 4/16/2022 81.0 -2.03 6.00 Grimm, Justin 605548 518748 foul 9 R L R TOR OAK S 1 1 0.80 1.96 2 6 Bot 3.55 1.63 81.3 2453 661759 53.79 51 3 Curveball 5 5 5 5 5 5 5 45 0.000 -0.102 170 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 92.0 -1.47 6.26 Grimm, Justin 605548 518748 swinging_strike 12 R L R TOR OAK S 1 2 0.09 4.09 2 6 Bot 3.55 1.63 92.4 2098 661759 53.78 51 4 4-Seam Fastball 5 5 5 5 5 5 5 205 -0.065 -0.319 171 NA NA NA NA NA NA swinging_strike pass swinging_strike
FC 4/16/2022 88.6 -2.42 6.25 Phelps, David 542194 475479 swinging_strike 12 R R R TOR OAK S 0 1 1.11 3.21 0 7 Top 3.49 1.60 87.0 2347 661759 55.34 52 2 Cutter 5 5 5 5 5 5 5 198 0.000 -0.046 173 NA NA NA NA NA NA swinging_strike pass swinging_strike
KC 4/16/2022 82.3 -2.43 6.20 Phelps, David 542194 475479 hit_into_play 9 R R R TOR OAK X 2 2 0.55 2.05 0 7 Top 3.49 1.60 80.7 2624 661759 55.42 52 5 Knuckle Curve 5 5 5 5 5 5 5 33 0.039 -0.195 176 NA NA NA NA NA NA hit_into_play pass hit_into_play
FC 4/16/2022 90.3 -2.51 6.15 Phelps, David 665506 475479 foul 4 R R R TOR OAK S 0 2 -0.81 2.21 1 7 Top 3.47 1.59 88.9 2386 661759 55.29 53 3 Cutter 5 5 5 5 5 5 5 209 0.000 0.000 179 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 93.0 -2.35 6.26 Phelps, David 665506 475479 foul 2 R R R TOR OAK S 0 2 0.24 3.57 1 7 Top 3.47 1.59 91.2 2381 661759 55.23 53 4 4-Seam Fastball 5 5 5 5 5 5 5 213 0.000 0.000 180 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 94.1 -2.22 6.20 Phelps, David 665506 475479 hit_into_play 12 R R R TOR OAK X 1 2 0.42 4.39 1 7 Top 3.47 1.59 92.4 2292 661759 55.18 53 6 4-Seam Fastball 5 5 5 5 5 5 5 218 0.028 -0.112 182 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 93.7 -2.44 6.16 Phelps, David 664913 475479 foul 5 R L R TOR OAK S 3 0 -0.07 2.50 2 7 Top 3.41 1.56 91.7 2270 661759 55.33 54 4 4-Seam Fastball 5 5 5 5 5 5 5 215 0.000 -0.026 186 NA NA NA NA NA NA foul pass foul
CH 4/16/2022 88.0 -2.42 6.19 Phelps, David 664913 475479 hit_into_play 11 R L R TOR OAK X 3 1 -0.85 2.98 2 7 Top 3.41 1.56 86.1 2103 661759 55.24 54 5 Changeup 5 5 5 5 5 5 5 234 0.019 -0.153 187 NA NA NA NA NA NA hit_into_play pass hit_into_play
SL 4/16/2022 81.5 -2.48 5.96 Grimm, Justin 606132 518748 foul 8 R L R TOR OAK S 0 1 -0.08 1.61 0 7 Bot 3.49 1.60 81.6 2413 661759 53.87 55 2 Slider 5 5 5 5 5 5 5 50 0.000 -0.046 189 NA NA NA NA NA NA foul pass foul
CU 4/16/2022 83.6 -1.66 6.23 Grimm, Justin 606132 518748 swinging_strike_blocked 14 R L R TOR OAK S 1 2 0.13 0.28 0 7 Bot 3.49 1.60 84.0 2208 661759 53.64 55 4 Curveball 5 5 5 5 5 5 5 28 -0.038 -0.158 191 NA NA NA NA NA NA swinging_strike_blocked pass swinging_strike
SL 4/16/2022 82.8 -1.92 6.17 Grimm, Justin 666182 518748 hit_into_play 8 R R R TOR OAK X 0 0 0.22 1.99 1 7 Bot 3.37 1.53 83.0 2555 661759 53.87 56 1 Slider 5 5 5 5 5 5 5 42 -0.028 -0.156 192 NA NA NA NA NA NA hit_into_play pass hit_into_play
SL 4/16/2022 83.8 -1.92 6.13 Grimm, Justin 665489 518748 hit_into_play 12 R R R TOR OAK X 1 1 1.08 2.59 2 7 Bot 3.47 1.59 83.9 2385 661759 53.88 57 3 Slider 5 5 5 5 5 5 5 45 -0.020 -0.093 195 NA NA NA NA NA NA hit_into_play pass hit_into_play
SI 4/16/2022 92.6 -2.90 5.24 Garcia, Yimi 640461 554340 foul 7 R R R TOR OAK S 0 0 -0.40 1.89 0 8 Top 3.47 1.59 91.1 2142 661759 54.85 58 1 Sinker 5 5 5 5 5 5 5 230 0.000 -0.034 196 NA NA NA NA NA NA foul pass foul
SI 4/16/2022 92.9 -2.84 5.20 Garcia, Yimi 640461 554340 hit_into_play 13 R R R TOR OAK X 1 1 -1.21 2.30 0 8 Top 3.47 1.59 91.7 2129 661759 54.69 58 3 Sinker 5 5 5 5 5 5 5 229 0.046 -0.212 198 NA NA NA NA NA NA hit_into_play pass hit_into_play
SL 4/16/2022 88.0 -3.00 5.12 Garcia, Yimi 462101 554340 swinging_strike 6 R R R TOR OAK S 0 0 0.66 2.69 1 8 Top 3.37 1.53 86.8 2375 661759 54.89 59 1 Slider 5 5 5 5 5 5 5 203 0.000 -0.024 199 NA NA NA NA NA NA swinging_strike pass swinging_strike
SL 4/16/2022 88.8 -2.94 5.06 Garcia, Yimi 462101 554340 foul 8 R R R TOR OAK S 2 1 0.24 1.87 1 8 Top 3.37 1.53 87.7 2334 661759 54.79 59 4 Slider 5 5 5 5 5 5 5 192 0.000 -0.046 202 NA NA NA NA NA NA foul pass foul
SL 4/16/2022 87.8 -2.93 5.18 Garcia, Yimi 643393 554340 hit_into_play 9 R L R TOR OAK X 1 0 0.46 1.54 2 8 Top 3.10 1.45 86.8 2345 661759 54.92 62 2 Slider 5 5 5 5 5 5 5 204 0.117 -0.569 216 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 95.0 -0.24 6.43 Jiménez, Dany 641470 666204 swinging_strike 12 R L R TOR OAK S 1 1 0.24 3.96 2 8 Bot 3.49 1.60 94.4 2104 661759 54.53 65 3 4-Seam Fastball 5 5 5 5 5 5 5 200 0.000 -0.023 229 NA NA NA NA NA NA swinging_strike pass swinging_strike
SL 4/16/2022 80.8 -0.28 6.54 Jiménez, Dany 641470 666204 swinging_strike 2 R L R TOR OAK S 3 2 -0.21 3.36 2 8 Bot 3.49 1.60 80.3 2230 661759 54.80 65 6 Slider 5 5 5 5 5 5 5 100 -0.025 -0.116 232 NA NA NA NA NA NA swinging_strike pass swinging_strike
FF 4/16/2022 97.1 -1.96 5.90 Merryweather, Julian 641856 657240 foul 8 R L R TOR OAK S 0 0 -0.12 1.92 0 9 Top 3.41 1.56 97.4 2292 661759 53.85 66 1 4-Seam Fastball 5 5 5 5 5 5 5 217 0.000 -0.034 233 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 96.6 -1.91 5.97 Merryweather, Julian 641856 657240 swinging_strike 4 R L R TOR OAK S 0 1 -0.36 2.67 0 9 Top 3.41 1.56 97.1 2276 661759 53.85 66 2 4-Seam Fastball 5 5 5 5 5 5 5 215 0.000 -0.046 234 NA NA NA NA NA NA swinging_strike pass swinging_strike
CH 4/16/2022 80.9 -1.65 6.09 Merryweather, Julian 641856 657240 foul 13 R L R TOR OAK S 0 2 -1.05 1.97 0 9 Top 3.41 1.56 81.3 1339 661759 53.93 66 3 Changeup 5 5 5 5 5 5 5 227 0.000 0.000 235 NA NA NA NA NA NA foul pass foul
CU 4/16/2022 80.9 -1.71 6.03 Merryweather, Julian 542194 657240 foul 4 R R R TOR OAK S 0 1 -0.47 2.54 1 9 Top 3.49 1.60 80.8 2459 661759 54.00 67 2 Curveball 5 5 5 5 5 5 5 21 0.000 -0.031 239 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 97.4 -1.86 6.02 Merryweather, Julian 542194 657240 foul 1 R R R TOR OAK S 0 2 -0.75 2.95 1 9 Top 3.49 1.60 97.9 1973 661759 53.87 67 3 4-Seam Fastball 5 5 5 5 5 5 5 222 0.000 0.000 240 NA NA NA NA NA NA foul pass foul
SL 4/16/2022 88.5 -1.68 5.99 Merryweather, Julian 542194 657240 foul 14 R R R TOR OAK S 0 2 0.39 1.18 1 9 Top 3.49 1.60 89.3 2102 661759 53.98 67 4 Slider 5 5 5 5 5 5 5 197 0.000 0.000 241 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 97.6 -1.92 6.00 Merryweather, Julian 542194 657240 foul 1 R R R TOR OAK S 0 2 -0.59 3.25 1 9 Top 3.49 1.60 98.1 2322 661759 53.79 67 5 4-Seam Fastball 5 5 5 5 5 5 5 219 0.000 0.000 242 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 97.0 -1.77 5.99 Merryweather, Julian 542194 657240 foul 1 R R R TOR OAK S 1 2 -0.40 3.27 1 9 Top 3.49 1.60 97.3 2123 661759 53.95 67 7 4-Seam Fastball 5 5 5 5 5 5 5 212 0.000 0.000 244 NA NA NA NA NA NA foul pass foul
SL 4/16/2022 88.5 -1.73 6.00 Merryweather, Julian 542194 657240 hit_into_play 9 R R R TOR OAK X 1 2 0.29 2.13 1 9 Top 3.49 1.60 89.6 2137 661759 53.84 67 8 Slider 5 5 5 5 5 5 5 215 -0.060 0.306 245 NA NA NA NA NA NA hit_into_play pass hit_into_play
FF 4/16/2022 97.3 -1.78 5.98 Merryweather, Julian 665506 657240 hit_into_play 8 R R R TOR OAK X 1 0 0.10 2.01 1 9 Top 3.47 1.59 97.7 2256 661759 53.92 68 2 4-Seam Fastball 5 5 5 5 7 5 7 215 -0.420 1.677 247 NA NA NA NA NA NA hit_into_play pass hit_into_play
CH 4/16/2022 81.0 -1.57 6.08 Merryweather, Julian 664913 657240 swinging_strike 4 R L R TOR OAK S 2 2 -0.35 2.28 1 9 Top 3.41 1.56 81.5 1332 661759 53.86 69 5 Changeup 5 7 7 5 7 5 7 224 0.006 -0.134 252 NA NA NA NA NA NA swinging_strike pass swinging_strike
SL 4/16/2022 88.3 -1.76 6.05 Merryweather, Julian 640461 657240 foul 5 R R R TOR OAK S 0 1 0.00 2.36 2 9 Top 3.47 1.59 88.2 2122 661759 53.96 70 2 Slider 5 7 7 5 7 5 7 141 0.000 -0.023 254 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 95.7 -1.88 6.01 Merryweather, Julian 640461 657240 swinging_strike 11 R R R TOR OAK S 0 2 -0.33 3.78 2 9 Top 3.47 1.59 96.2 2158 661759 53.91 70 3 4-Seam Fastball 5 7 7 5 7 5 7 216 0.003 -0.059 255 NA NA NA NA NA NA swinging_strike pass swinging_strike
CH 4/16/2022 87.3 -1.54 6.20 Trivino, Lou 669289 642152 foul 11 R R R TOR OAK S 0 1 -1.25 2.42 0 9 Bot 3.30 1.50 86.8 1854 661759 54.24 72 2 Changeup 5 7 5 7 7 5 5 260 0.000 -0.080 262 NA NA NA NA NA NA foul pass foul
CH 4/16/2022 87.8 -1.42 6.16 Trivino, Lou 669289 642152 swinging_strike_blocked 14 R R R TOR OAK S 2 2 0.55 0.56 0 9 Bot 3.30 1.50 87.6 1903 661759 53.93 72 5 Changeup 5 7 5 7 7 5 5 261 -0.074 -0.336 265 NA NA NA NA NA NA swinging_strike_blocked pass swinging_strike
SI 4/16/2022 95.7 -1.27 6.23 Trivino, Lou 543807 642152 swinging_strike 2 R R R TOR OAK S 1 0 -0.04 2.93 1 9 Bot 3.49 1.60 95.7 1995 661759 54.24 73 2 Sinker 5 7 5 7 7 5 5 218 0.000 -0.058 267 NA NA NA NA NA NA swinging_strike pass swinging_strike
SI 4/16/2022 96.9 -1.28 6.22 Trivino, Lou 543807 642152 foul 1 R R R TOR OAK S 3 1 -0.78 3.05 1 9 Bot 3.49 1.60 96.6 1944 661759 54.28 73 5 Sinker 5 7 5 7 7 5 5 219 0.000 -0.099 270 NA NA NA NA NA NA foul pass foul
FF 4/16/2022 97.0 -1.28 6.20 Trivino, Lou 543807 642152 swinging_strike 12 R R R TOR OAK S 3 2 0.90 3.45 1 9 Bot 3.49 1.60 96.9 2004 661759 54.15 73 6 4-Seam Fastball 5 7 5 7 7 5 5 218 -0.059 -0.355 271 NA NA NA NA NA NA swinging_strike pass swinging_strike
CH 4/16/2022 89.4 -1.41 6.14 Trivino, Lou 606132 642152 swinging_strike_blocked 13 R L R TOR OAK S 1 0 -0.28 0.45 2 9 Bot 3.49 1.60 88.9 1781 661759 54.28 74 2 Changeup 5 7 5 7 7 5 5 259 0.000 -0.053 273 NA NA NA NA NA NA swinging_strike_blocked pass swinging_strike
SI 4/16/2022 96.8 -1.31 6.13 Trivino, Lou 606132 642152 swinging_strike 5 R L R TOR OAK S 2 1 0.21 2.28 2 9 Bot 3.49 1.60 97.0 2017 661759 53.97 74 4 Sinker 5 7 5 7 7 5 5 211 0.000 -0.074 275 NA NA NA NA NA NA swinging_strike pass swinging_strike
FF 4/16/2022 96.1 -1.39 6.17 Trivino, Lou 606132 642152 foul 11 R L R TOR OAK S 2 2 -1.31 3.46 2 9 Bot 3.49 1.60 96.2 2002 661759 54.13 74 5 4-Seam Fastball 5 7 5 7 7 5 5 231 0.000 0.000 276 NA NA NA NA NA NA foul pass foul
CH 4/16/2022 87.4 -1.38 6.11 Trivino, Lou 606132 642152 swinging_strike 8 R L R TOR OAK S 2 2 -0.09 2.12 2 9 Bot 3.49 1.60 87.4 1714 661759 53.92 74 6 Changeup 5 7 5 7 7 5 5 266 -0.046 -0.259 277 NA NA NA NA NA NA swinging_strike pass swinging_strike

Just the incorrect pitches with how umpire called it and the predicted outcome:

all_added %>% 
  filter(call == "fail") %>% 
  dplyr::select(id, description, pred_outcome) %>% 
  kable %>% 
  kable_styling("striped") %>% 
  scroll_box(height = "500px")
id description pred_outcome
1 ball ball
3 ball ball
12 called_strike called_strike
20 ball ball
42 called_strike called_strike
51 called_strike called_strike
54 called_strike called_strike
58 called_strike called_strike
75 called_strike called_strike
84 called_strike called_strike
95 called_strike called_strike
112 called_strike called_strike
131 called_strike called_strike
136 called_strike called_strike
144 called_strike called_strike
149 called_strike called_strike
177 called_strike called_strike
193 called_strike called_strike
197 ball ball
204 ball ball
215 ball ball
217 ball ball
219 called_strike called_strike
222 called_strike called_strike
226 called_strike called_strike
227 ball ball
237 called_strike called_strike
250 ball ball
261 called_strike called_strike

Visualization of Model Predictions

All

all_added %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = pred_outcome)) +
  geom_point(alpha = 0.5) +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1)

Faceted

all_added %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = pred_outcome)) +
  geom_point(alpha = 0.5) +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1) +
  facet_wrap(~pred_outcome)

Splitting this game into train and test data:

model_outcome3 <- rpart(description ~ outs_when_up + inning + bat_score + fld_score + balls + #true + ump_call +
                          strikes + plate_x + plate_z, 
                       data = train)
predictions_outcome3 <- as.data.frame(predict(model_outcome3, newdata = test))

# get the column names of the largest values
predictions_outcome3$highest<- (colnames(predictions_outcome3)[max.col(predictions_outcome3)])

# add in to data frame
test$pred_outcome <- predictions_outcome3$highest
test %>% 
  dplyr::select(id, description, balls, strikes, outs_when_up, inning, bat_score, fld_score, pred_outcome) %>% 
  kable %>% 
  kable_styling("striped") %>% 
  scroll_box(height = "500px")
id description balls strikes outs_when_up inning bat_score fld_score pred_outcome
1 ball 0 0 0 1 0 0 ball
3 ball 2 0 0 1 0 0 called_strike
12 called_strike 1 2 2 1 0 0 ball
20 ball 0 0 1 1 1 0 called_strike
42 called_strike 0 0 0 2 1 3 ball
51 called_strike 2 0 1 2 1 3 called_strike
54 called_strike 0 0 1 2 1 3 called_strike
58 called_strike 0 0 2 2 1 3 ball
75 called_strike 0 0 0 3 1 5 called_strike
84 called_strike 1 1 2 3 1 5 ball
95 called_strike 0 0 0 4 1 5 ball
112 called_strike 0 0 0 5 5 2 called_strike
131 called_strike 0 0 2 5 2 5 ball
136 called_strike 0 0 0 6 5 2 ball
144 called_strike 0 0 2 6 5 2 ball
149 called_strike 1 0 0 6 2 5 ball
177 called_strike 0 0 1 7 5 5 ball
193 called_strike 0 0 2 7 5 5 ball
197 ball 0 1 0 8 5 5 foul
204 ball 3 2 1 8 5 5 ball
215 ball 0 0 2 8 5 5 called_strike
217 ball 0 0 0 8 5 5 ball
219 called_strike 1 1 0 8 5 5 ball
222 called_strike 3 2 0 8 5 5 ball
226 called_strike 1 2 1 8 5 5 ball
227 ball 0 0 2 8 5 5 ball
237 called_strike 1 2 0 9 5 5 ball
250 ball 1 1 1 9 7 5 foul
261 called_strike 0 0 0 9 5 7 ball
graph_3 <- test %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = pred_outcome)) +
  geom_point(alpha = 0.5) +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1)
ggplotly(graph_3)

This is not a perfect model - it is not possible for an umpire to call a pitch (not hit) a foul, and some of the strikes are outside of the strike zone but they are close (since this is a generalized strike zone, not specific to each pitch, it is possible that the true strike zone is slightly different)